Colorectal Cancer (CRC) is the second most common cancer in women (614,000 cases per year) and the third most common in men(746,000 cases per year). Currently it is the most common malignant cancer in the gatrointestinal tract, representing 13% of all malignant tumors, and it is considered the main cause of death in gastrointestinal cancer Rebecca L. Siegel MPH (2015). It can be arised from one or a combination of three differen mechanisms, namely chromosmomal inestability (CIN), CpG islands methylator phenotype (CIMP), and microsatellite inestability (MSI). Understanding the specific mechanisms of tumorigenesis and the underlaying genetic and epigenetic traits is crutial in the disease phenotype comprehension. The Cancer Genome Atlas (TCGA) has comprehensively profiled this type of cancer in a patient cohort. Here we analyze the expression profiles of those patients, accessible in the form of a raw RNA-seq counts produced by Rahman et al. (2015) using a pipeline based on the R/Bioconductor software package Rsubread.
We start importing the raw table of counts.
library(SummarizedExperiment)
coadse <- readRDS(file.path("rawCounts", "seCOAD.rds"))
coadse
class: RangedSummarizedExperiment
dim: 20115 524
metadata(5): experimentData annotation cancerTypeCode
cancerTypeDescription objectCreationDate
assays(1): counts
rownames(20115): 1 2 ... 102724473 103091865
rowData names(3): symbol txlen txgc
colnames(524): TCGA.3L.AA1B.01A.11R.A37K.07
TCGA.4N.A93T.01A.11R.A37K.07 ... TCGA.AZ.6605.11A.01R.1839.07
TCGA.F4.6704.11A.01R.1839.07
colData names(549): type bcr_patient_uuid ...
lymph_nodes_aortic_pos_by_ihc lymph_nodes_aortic_pos_total
In this TCGA RNA-seq data we have a total of 524 samples (483 tumor samples and 41 non-tumor samples).
In order to know more about the data, we explore the colData column, that corresponds to clinical
variables, and their corresponding metadata.
dim(colData(coadse))
[1] 524 549
We have a total of 524 samples that have 549 clinical variables/factors that could be analysed. However, we are not going to explore all these variables, but those that can have more relenace in the data of study.
colData(coadse)[1:5, 1:5]
DataFrame with 5 rows and 5 columns
type bcr_patient_uuid
<factor> <factor>
TCGA.3L.AA1B.01A.11R.A37K.07 tumor A94E1279-A975-480A-93E9-7B1FF05CBCBF
TCGA.4N.A93T.01A.11R.A37K.07 tumor 92554413-9EBC-4354-8E1B-9682F3A031D9
TCGA.4T.AA8H.01A.11R.A41B.07 tumor A5E14ADD-1552-4606-9FFE-3A03BCF76640
TCGA.5M.AAT4.01A.11R.A41B.07 tumor NA
TCGA.5M.AAT5.01A.21R.A41B.07 tumor NA
bcr_patient_barcode form_completion_date
<factor> <factor>
TCGA.3L.AA1B.01A.11R.A37K.07 TCGA-3L-AA1B 2014-4-22
TCGA.4N.A93T.01A.11R.A37K.07 TCGA-4N-A93T 2014-10-1
TCGA.4T.AA8H.01A.11R.A41B.07 TCGA-4T-AA8H 2014-6-5
TCGA.5M.AAT4.01A.11R.A41B.07 NA NA
TCGA.5M.AAT5.01A.21R.A41B.07 NA NA
prospective_collection
<factor>
TCGA.3L.AA1B.01A.11R.A37K.07 YES
TCGA.4N.A93T.01A.11R.A37K.07 YES
TCGA.4T.AA8H.01A.11R.A41B.07 NO
TCGA.5M.AAT4.01A.11R.A41B.07 NA
TCGA.5M.AAT5.01A.21R.A41B.07 NA
mcols(colData(coadse), use.names=TRUE)
DataFrame with 549 rows and 2 columns
labelDescription
<character>
type sample type (tumor/normal)
bcr_patient_uuid bcr patient uuid
bcr_patient_barcode bcr patient barcode
form_completion_date form completion date
prospective_collection tissue prospective collection indicator
... ...
lymph_nodes_pelvic_pos_total total pelv lnp
lymph_nodes_aortic_examined_count total aor lnr
lymph_nodes_aortic_pos_by_he aln pos light micro
lymph_nodes_aortic_pos_by_ihc aln pos ihc
lymph_nodes_aortic_pos_total total aor-lnp
CDEID
<character>
type NA
bcr_patient_uuid NA
bcr_patient_barcode 2673794
form_completion_date NA
prospective_collection 3088492
... ...
lymph_nodes_pelvic_pos_total 3151828
lymph_nodes_aortic_examined_count 3104460
lymph_nodes_aortic_pos_by_he 3151832
lymph_nodes_aortic_pos_by_ihc 3151831
lymph_nodes_aortic_pos_total 3151827
These metadata consists of two columns of information about the clinical variables.
One called labelDescription contains a succint description of the variable, often
not more self-explanatory than the variable name itself, and the other called
‘CDEID’ corresponds to the so-called Common Data Element (CDE) identifier. This
identifier can be use in https://cdebrowser.nci.nih.gov to search for further
information about the associated clinical variable using the Advanced search
form and the Public ID attribute search.
Now, explore the row (feature) data.
rowData(coadse)
DataFrame with 20115 rows and 3 columns
symbol txlen txgc
<character> <integer> <numeric>
1 A1BG 3322 0.564419024683925
2 A2M 4844 0.488232865400495
9 NAT1 2280 0.394298245614035
10 NAT2 1322 0.389561270801815
12 SERPINA3 3067 0.524942940984676
... ... ... ...
100996331 POTEB 1706 0.430832356389215
101340251 SNORD124 104 0.490384615384615
101340252 SNORD121B 81 0.407407407407407
102724473 GAGE10 538 0.505576208178439
103091865 BRWD1-IT2 1028 0.592412451361868
rowRanges(coadse)
GRanges object with 20115 ranges and 3 metadata columns:
seqnames ranges strand | symbol txlen
<Rle> <IRanges> <Rle> | <character> <integer>
1 chr19 58345178-58362751 - | A1BG 3322
2 chr12 9067664-9116229 - | A2M 4844
9 chr8 18170477-18223689 + | NAT1 2280
10 chr8 18391245-18401218 + | NAT2 1322
12 chr14 94592058-94624646 + | SERPINA3 3067
... ... ... ... . ... ...
100996331 chr15 20835372-21877298 - | POTEB 1706
101340251 chr17 40027542-40027645 - | SNORD124 104
101340252 chr9 33934296-33934376 - | SNORD121B 81
102724473 chrX 49303669-49319844 + | GAGE10 538
103091865 chr21 39313935-39314962 + | BRWD1-IT2 1028
txgc
<numeric>
1 0.564419024683925
2 0.488232865400495
9 0.394298245614035
10 0.389561270801815
12 0.524942940984676
... ...
100996331 0.430832356389215
101340251 0.490384615384615
101340252 0.407407407407407
102724473 0.505576208178439
103091865 0.592412451361868
-------
seqinfo: 455 sequences (1 circular) from hg38 genome
By using the rowData and rowRanges functions we can see information about the
features of interest. In this case each row represents a gene transcript and we
can see information about the length, the GC content, the chromosome where it is
located, the strand (forward or reverse), etc.
To perform quality assessment and normalization we need first to load the
edgeR R/Bioconductor package,
create a DGEList object and store it in the results folder.
library(edgeR)
dge <- DGEList(counts=assays(coadse)$counts, genes=mcols(coadse))
saveRDS(dge, file.path("results", "dge.rds"))
Now calculate \(\log_2\) CPM values of expression and put them as an additional assay element to ease their manipulation.
assays(coadse)$logCPM <- cpm(dge, log=TRUE, prior.count=0.5)
assays(coadse)$logCPM[1:5, 1:5]
TCGA.3L.AA1B.01A.11R.A37K.07 TCGA.4N.A93T.01A.11R.A37K.07
1 0.2611757 3.518905
2 10.0130074 6.668572
9 -5.8591298 -5.859130
10 -5.8591298 -5.859130
12 5.7145152 5.917077
TCGA.4T.AA8H.01A.11R.A41B.07 TCGA.5M.AAT4.01A.11R.A41B.07
1 -0.593583 -1.566157
2 6.471984 7.316527
9 -5.859130 -5.859130
10 -5.859130 -5.859130
12 5.505588 5.475205
TCGA.5M.AAT5.01A.21R.A41B.07
1 -0.09524941
2 7.24810042
9 -5.85912981
10 -4.41522112
12 5.44298099
As we can see, for each sample there are different CPM (Counts Per Million) values of expression. Negative ones correspond to very low expressed samples.
From the total of 524 samples, before starting to analyse the data we proceed to do a subset of paired samples (tumor and non-tumor samples extracted from the same patient). The reason of doing this is to reduce the within variance, as far as variation between different individuals could be found due to environmental factors. In order to a better estimate of these expression level differences between Tumor and Non-tumor samples, we searched in the TCGA barcode those patients that were present in both Tumor and Non-tumor samples. This meant that those samples belonged to the same patient and, thus, were paired.
df <- data.frame(rbind(table(substr(colnames(coadse),9,12), substr(colnames(coadse),14,15))))
df_filt <- df[df$X01 + df$X02 + df$X06> 0,]
df_paired <- df_filt[df_filt$X11>0,]
paired_mask <- substr(colnames(coadse),9,12) %in% rownames(df_paired)
coadse.paired<- coadse[,paired_mask]
dge.paired <- dge[,paired_mask]
table(coadse.paired$type)
normal tumor
41 46
As is shown in this table, we finally found a total of 41 non-tumor samples and 46 tumor paired samples. Note that there are more tumor samples than non-tumor, possibly done that more than one tumor sample was obtained from the same patient. However, we consider that with this number of samples should be sufficient powered to detect expression changes between tumor and non-tumor samples.
Before proceeding with any normalization or analysis step, we want to collect an overview of the data that we are working with. Here we examine the sequencing depth by plotting the total number of reads mapped to the genome per sample.
A6.2679 A6.2682 AA.3531 AA.3517 AA.3534 A6.2683 A6.2684 AA.3518 A6.5665
5.9 9.0 13.6 14.7 15.4 15.8 15.9 16.5 16.6
AA.3520 AA.3522 AA.3516 AA.3525 A6.2684 AA.3514 A6.2680 AA.3527 A6.2685
16.8 17.0 17.2 17.5 17.7 17.7 18.1 19.0 19.2
A6.5659 A6.5659 A6.2671 A6.2678 AA.3496 AA.3697 AA.3660 AZ.6598 AA.3663
19.2 20.3 21.1 21.1 25.3 25.6 28.4 30.2 30.4
A6.2675 AA.3663 AZ.6600 AA.3662 AA.3662 A6.5665 AA.3713 A6.2684 A6.5662
31.0 31.1 31.2 31.5 32.5 32.5 32.7 32.8 33.0
A6.2675 AA.3655 AA.3660 AZ.6599 AA.3712 AZ.6605 AA.3489 AZ.6601 AZ.6603
33.4 33.5 33.7 34.2 34.5 34.7 34.7 35.1 35.3
A6.5665 AA.3525 AA.3655 A6.5667 AA.3534 A6.2686 AA.3511 A6.5667 A6.5659
35.5 36.8 37.2 37.3 37.7 37.8 37.8 38.2 38.4
AZ.6601 A6.2679 AZ.6598 A6.5662 AA.3496 A6.2684 AA.3511 AA.3712 AZ.6605
38.6 39.1 39.2 39.5 39.8 40.2 40.3 40.4 40.7
AA.3518 AZ.6599 AZ.6600 AA.3713 AA.3697 AA.3514 AZ.6603 AA.3489 A6.2682
40.8 40.9 41.9 42.0 44.4 44.9 45.0 45.2 45.8
A6.2678 A6.2671 F4.6704 AA.3516 A6.2685 A6.2683 A6.2686 A6.5659 A6.2680
46.5 47.3 47.3 47.7 48.6 48.8 49.9 52.6 53.3
AA.3531 AA.3522 AA.3517 AA.3527 AA.3520 F4.6704
53.8 55.6 56.0 57.1 57.8 67.5
Figure 1: Library sizes in increasing order
In the plot we observe two main aspects that are worth paying attention to. First, we observe that surprisingly all the tumor samples present a lower sequencing depth than the normal samples. Even though we could not find any reliable explaination for this behaviour so far in our research, we considered this event dispensable at this time as the sequencing depth will be taken into consideration during the normalization steps. One other important aspect is that we observe that some sample present considerable differences in the sequencing depth and specifically we can distinguish a couple of samples on the left of the graph that present considerably low sequencing depths: this may generate problems in further analysis of the data. For this reason we identify these samples by looking at the at the sample depth as shown below.
sampledepth <- round(dge.paired$sample$lib.size / 1e6, digits=1)
names(sampledepth) <- substr(colnames(coadse.paired), 6, 12)
sort(sampledepth)
A6.2679 A6.2682 AA.3531 AA.3517 AA.3534 A6.2683 A6.2684 AA.3518 A6.5665
5.9 9.0 13.6 14.7 15.4 15.8 15.9 16.5 16.6
AA.3520 AA.3522 AA.3516 AA.3525 A6.2684 AA.3514 A6.2680 AA.3527 A6.2685
16.8 17.0 17.2 17.5 17.7 17.7 18.1 19.0 19.2
A6.5659 A6.5659 A6.2671 A6.2678 AA.3496 AA.3697 AA.3660 AZ.6598 AA.3663
19.2 20.3 21.1 21.1 25.3 25.6 28.4 30.2 30.4
A6.2675 AA.3663 AZ.6600 AA.3662 AA.3662 A6.5665 AA.3713 A6.2684 A6.5662
31.0 31.1 31.2 31.5 32.5 32.5 32.7 32.8 33.0
A6.2675 AA.3655 AA.3660 AZ.6599 AA.3712 AZ.6605 AA.3489 AZ.6601 AZ.6603
33.4 33.5 33.7 34.2 34.5 34.7 34.7 35.1 35.3
A6.5665 AA.3525 AA.3655 A6.5667 AA.3534 A6.2686 AA.3511 A6.5667 A6.5659
35.5 36.8 37.2 37.3 37.7 37.8 37.8 38.2 38.4
AZ.6601 A6.2679 AZ.6598 A6.5662 AA.3496 A6.2684 AA.3511 AA.3712 AZ.6605
38.6 39.1 39.2 39.5 39.8 40.2 40.3 40.4 40.7
AA.3518 AZ.6599 AZ.6600 AA.3713 AA.3697 AA.3514 AZ.6603 AA.3489 A6.2682
40.8 40.9 41.9 42.0 44.4 44.9 45.0 45.2 45.8
A6.2678 A6.2671 F4.6704 AA.3516 A6.2685 A6.2683 A6.2686 A6.5659 A6.2680
46.5 47.3 47.3 47.7 48.6 48.8 49.9 52.6 53.3
AA.3531 AA.3522 AA.3517 AA.3527 AA.3520 F4.6704
53.8 55.6 56.0 57.1 57.8 67.5
Because the samples A6.2679 and A6.2682 present extremely low sequencing depths we decide to remove them from our dataset. Since we decided to proceed with a paired analysis, when removing one sample we remove its paired one too.
# Remove the two samples with very low sequencing depth
mask_remove_low_coverage <- substr(colnames(coadse.paired),9,12) %in% c("2679", "2682")
coadse.paired <- coadse.paired[,!mask_remove_low_coverage]
dge.paired <- dge.paired[,!mask_remove_low_coverage]
dim(coadse.paired)
[1] 20115 83
Here we can observe again the same plot as before after having removed the said samples.
# coverage_filtered plot
names(sampledepth) <- substr(colnames(coadse.paired), 6, 12)
sort(sampledepth)
A6.2680 A6.2684 AA.3655 AA.3520 AA.3660 A6.2684 A6.2686 AA.3522 AA.3489
5.9 9.0 13.6 14.7 15.4 15.8 15.9 16.5 16.6
AA.3525 AA.3527 AA.3518 AA.3531 A6.2684 AA.3517 A6.2683 AA.3534 A6.5659
16.8 17.0 17.2 17.5 17.7 17.7 18.1 19.0 19.2
AA.3489 A6.5665 A6.2671 A6.2678 AA.3517 AA.3713 AA.3712 AZ.6600 AZ.6598
19.2 20.3 21.1 21.1 25.3 25.6 28.4 30.2 30.4
A6.2675 AA.3712 F4.6704 AA.3713 AA.3697 AA.3511 AZ.6601 A6.2685 AA.3496
31.0 31.1 31.2 31.5 32.5 32.5 32.7 32.8 33.0
A6.2680 AA.3662 AA.3663 AZ.6601 AZ.6600 A6.2671 AA.3516 <NA> <NA>
33.4 33.5 33.7 34.2 34.5 34.7 34.7 35.1 35.3
A6.5667 AA.3655 AA.3697 AA.3514 AA.3663 A6.5659 AA.3518 AA.3496 A6.5659
35.5 36.8 37.2 37.3 37.7 37.8 37.8 38.2 38.4
AZ.6605 A6.2684 AZ.6603 A6.5665 AA.3514 A6.5662 AA.3516 AZ.6598 <NA>
38.6 39.1 39.2 39.5 39.8 40.2 40.3 40.4 40.7
AA.3527 AZ.6605 AZ.6603 AZ.6599 AZ.6599 AA.3520 F4.6704 AA.3511 A6.2686
40.8 40.9 41.9 42.0 44.4 44.9 45.0 45.2 45.8
A6.2683 A6.2678 <NA> AA.3522 A6.5665 A6.5659 A6.5667 A6.5662 A6.2685
46.5 47.3 47.3 47.7 48.6 48.8 49.9 52.6 53.3
AA.3662 AA.3534 AA.3525 AA.3660 AA.3531 A6.2675
53.8 55.6 56.0 57.1 57.8 67.5
par(mfrow = c(1, 1), mar = c(4, 5, 1, 1))
ord <- order(dge.paired$sample$lib.size)
barplot(dge.paired$sample$lib.size[ord]/1e+06, las = 1, ylab = "Millions of reads", xlab = "Samples",
col = c("cyan", "orange")[coadse.paired$type] )
legend("topleft", c("Normal", "Tumor"), fill = c("cyan", "orange"), inset = 0.01)
In order to collect an even broader understanding of the dataset we then furher explore the sequencing depth highlighting female and male samples.
ord <- order(dge.paired$sample$lib.size)
barplot(dge.paired$sample$lib.size[ord]/1e+06, las = 1, ylab = "Millions of reads", xlab = "Samples",
col = c("cyan", "orange")[coadse.paired$gender[ord]] )
legend("topleft", c("Female", "Male"), fill = c("cyan", "orange"), inset = 0.01)
In the figure we can see that not only we have a similar number of female and male samples, but that
their sequencing depth is quite well equilibrated as we cannot clearly identify any defined clustering event.
We first run a within sample normalization.
CPM <- t(t(dge.paired$counts)/(dge.paired$samples$lib.size/1e+06))
assays(coadse.paired)$logCPM <- cpm(dge.paired, log = TRUE, prior.count = 0.25)
We are then interested in exploring the distribution of the expression levels through all the samples in terms of logarithmic CPM units.
Figure 2: Non-parametric density distribution of expression profiles per sample
Figure 3: Non-parametric density distribution of expression profiles per sample
As we do not observe extreme differences in the distribution of the expression values we decide to not exclude any sample from the dataset in this step and to proceed with furthe analyses with the current dataset.
We are now interested in investigating if there is any gene which has very low expression values so that we can possibly want to exclude them from the dataset. In order to do so, we calculate the average expression of each gene for all the samples and plot their distribution in Figure 4.
Figure 4: Distribution of average expression level per gene
From this distribution of 4 we could already visually identify a cutoff to define the too lowly expressed genes. Nontheless, we opted for a more precise approach to calculate the cutoff.
cpmcutoff <- round(10/min(dge.paired$sample$lib.size/1e+06), digits = 1)
sprintf("Cutoff: %s", cpmcutoff)
[1] "Cutoff: 0.7"
nsamplescutoff <- min(table(coadse.paired$gender))
mask <- rowSums(cpm(dge.paired) > cpmcutoff) >= nsamplescutoff
coadse.filt <- coadse.paired[mask, ]
dge.filt <- dge.paired[mask, ]
dim(coadse.filt)
[1] 13168 83
Once we have identified the cutoff, we filter out the genes that are below the said cutoff. We can visually observe which genes have been left out from the datatset in Figure ??
par(mar = c(4, 5, 1, 1))
h <- hist(avgexp, xlab = expression("Expression level (" * log[2] * "CPM)"), main = "",
las = 1, col = "grey", cex.axis = 1.2, cex.lab = 1.5)
x <- cut(rowMeans(assays(coadse.filt)$logCPM), breaks = h$breaks)
lines(h$mids, table(x), type = "h", lwd = 10, lend = 1, col = "darkred")
legend("topright", c("All genes", "Filtered genes"), fill = c("grey", "darkred"))
Before proceeding with the normalization steps, we prefer to save a copy of the unnormalized data in case we later need to work on it again.
saveRDS(coadse.filt, file.path("results", "coadse.filt.unnorm.rds"))
saveRDS(dge.filt, file.path("results", "dge.filt.unnorm.rds"))
Since different samples may have different RNA compositions and this could be problematic for further analyses we need to take it into account and normalize the data. We estimate a normalization factor for each library using the Trimmed Mean of M-Values and apply it to our data.
dge.filt <- calcNormFactors(dge.filt)
assays(coadse.filt)$logCPM <- cpm(dge.filt, log=TRUE, normalized.lib.sizes=TRUE, prior.count=0.25)
Again, we like to keep on with the good practice of storing intermediate generated files.
saveRDS(coadse.filt, file.path("results", "coadse.filt.rds"))
saveRDS(dge.filt, file.path("results", "dge.filt.rds"))
Figure 5: MA-plots of the tumor samples
In Figure 6 we observe the MA-plots for the Control samples subset.
Figure 6: MA-plots of the control samples
As we do not see any important expression levels biases in any of the tumor and normal samples we decide to proceed to the next step of the analysis without modifying the dataset we work with.
The next step will be the search for potential surrogate of batch effect indicators. Batch effect include sub-groups of measurements that have qualitatively different behaviour across conditions and are unrelated to the biological variables in the study. As normalization of the data can not always remove completely the batch effect, we are going to identify this effect, adjust it and eventually correct it.
Given that each sample names corresponds to a TCGA barcode, following the strategy described in http://bioinformatics.mdanderson.org/main/TCGABatchEffects:Overview we are going to derive different elements of the TCGA barcode and examine their distribution across samples.
tss <- substr(colnames(dge.filt), 6, 7)
table(tss)
tss
A6 AA AZ F4
29 40 12 2
center <- substr(colnames(dge.filt), 27, 28)
table(center)
center
07
83
samplevial <- substr(colnames(dge.filt), 14, 16)
table(samplevial)
samplevial
01A 01B 01C 11A
41 2 1 39
portionanalyte <- substr(colnames(dge.filt), 18, 20)
table(portionanalyte)
portionanalyte
01R 02R 03R 04R 08R 11R 21R
60 7 1 1 1 7 6
plate <- substr(colnames(dge.filt), 22, 25)
table(plate)
plate
0821 0826 1410 1653 1672 1723 1774 1839 2302 A277 A278 A32Z
9 3 4 6 1 18 8 12 1 2 2 17
From this information we can make the following observations:
TSS: Samples were collected across 4 different tissue source sites (TSS), with poor representation of one of them (F4).
Sample Vial: 44 samples belong to solid tumor samples(01 code) whereas 39 do not (11 code). The 44 solid tumor samples where distributed in 3 different vials (A, B, C) whereas the 39 non tumor samples where put in the same vial (A).
Portions & Analyte: samples where distributed in different portions and analytes combinations.
Plates: Samples were sequenced in different plates.
Center: All samples were sequenced at the same center.
The analyte code of all samples is a R (RNA samples), as expected.
We are going to use the TSS as surrogate of batch effect indicator. Considering our outcome of interest as molecular changes between sample types, tumor vs. normal, we will examine now the cross-classification of this outcome with TSS.
table(data.frame(TYPE=coadse.filt$type, TSS=tss))
TSS
TYPE A6 AA AZ F4
normal 12 20 6 1
tumor 17 20 6 1
We can observe that both normal and tumor tissues are well represented in all the TSS
groups, although the in the F4 group there are a few number of samples, as said before.
Therefore, we can proceed to check if TSS is a source of expression variability.
We examine now how samples group together by hierarchical clustering and multidimensional scaling, annotating the outcome of interest and the the surrogate of batch indicator. We calculate again log CPM values with a higher prior count to moderate extreme fold-changes produced by low counts. The resulting dendrogram is shown in Figure 7.
logCPM <- cpm(dge.paired, log=TRUE, prior.count=3)
d <- as.dist(1-cor(logCPM, method="spearman"))
sampleClustering <- hclust(d)
batch <- as.integer(factor(tss))
sampleDendrogram <- as.dendrogram(sampleClustering, hang=0.1)
names(batch) <- colnames(coadse.filt)
outcome <- paste(substr(colnames(coadse.filt), 9, 12), as.character(coadse.filt$type), sep="-")
names(outcome) <- colnames(coadse.filt)
sampleDendrogram <- dendrapply(sampleDendrogram,
function(x, batch, labels) {
if (is.leaf(x)) {
attr(x, "nodePar") <- list(lab.col=as.vector(batch[attr(x, "label")]))
attr(x, "label") <- as.vector(labels[attr(x, "label")])
}
x
}, batch, outcome)
plot(sampleDendrogram, main="Hierarchical clustering of samples")
legend("topright", paste("Batch", sort(unique(batch)), levels(factor(tss))), fill=sort(unique(batch)))
Figure 7: Figure S6: Hierarchical clustering of the samples
We can observe that samples cluster primarily by sample type, tumor or normal. TSS seems to have a stronger effect among the normal samples, while it distributes better among the tumor samples. We may consider discarding samples leading to an unbalanced distribution of the outcome across batches.
In Figure 8 we show the corresponding MDS plot. Here we see more clearly that the first source of variation separates tumor from normal samples. We can also observe that two tumor samples, corresponding to individuals A6-5665, A6-2884, A6-2569 andA6-2684 are separated from the rest, just as it happens in the hierchical clustering. A closer examination of their corresponding MA-plots also reveals a slight dependence of expression changes on average expression. We may consider discarding these four samples and doing the MDS plot again to have a closer look to the differences among the rest of the samples and their relationship with TSS.
plotMDS(dge.paired, labels=outcome, col=batch)
legend("bottomleft", paste("Batch", sort(unique(batch)), levels(factor(tss))),
fill=sort(unique(batch)), inset=0.05)
Figure 8: Figure S7: Multidimensional scaling plot of the samples
sessionInfo()
R version 3.5.3 (2019-03-11)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: Ubuntu 18.04.2 LTS
Matrix products: default
BLAS: /usr/local/lib/R/lib/libRblas.so
LAPACK: /usr/local/lib/R/lib/libRlapack.so
locale:
[1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
[3] LC_TIME=es_ES.UTF-8 LC_COLLATE=en_US.UTF-8
[5] LC_MONETARY=es_ES.UTF-8 LC_MESSAGES=en_US.UTF-8
[7] LC_PAPER=es_ES.UTF-8 LC_NAME=C
[9] LC_ADDRESS=C LC_TELEPHONE=C
[11] LC_MEASUREMENT=es_ES.UTF-8 LC_IDENTIFICATION=C
attached base packages:
[1] parallel stats4 stats graphics grDevices utils datasets
[8] methods base
other attached packages:
[1] geneplotter_1.60.0 annotate_1.60.1
[3] XML_3.98-1.19 AnnotationDbi_1.44.0
[5] lattice_0.20-38 edgeR_3.24.3
[7] limma_3.38.3 SummarizedExperiment_1.12.0
[9] DelayedArray_0.8.0 BiocParallel_1.16.6
[11] matrixStats_0.54.0 Biobase_2.42.0
[13] GenomicRanges_1.34.0 GenomeInfoDb_1.18.2
[15] IRanges_2.16.0 S4Vectors_0.20.1
[17] BiocGenerics_0.28.0 knitr_1.22
[19] BiocStyle_2.10.0
loaded via a namespace (and not attached):
[1] Rcpp_1.0.1 RColorBrewer_1.1-2 compiler_3.5.3
[4] BiocManager_1.30.4 highr_0.8 XVector_0.22.0
[7] bitops_1.0-6 tools_3.5.3 zlibbioc_1.28.0
[10] bit_1.1-14 digest_0.6.18 memoise_1.1.0
[13] RSQLite_2.1.1 evaluate_0.13 Matrix_1.2-15
[16] DBI_1.0.0 yaml_2.2.0 xfun_0.6
[19] GenomeInfoDbData_1.2.0 stringr_1.4.0 bit64_0.9-7
[22] locfit_1.5-9.1 grid_3.5.3 rmarkdown_1.12
[25] bookdown_0.9 blob_1.1.1 magrittr_1.5
[28] codetools_0.2-16 htmltools_0.3.6 xtable_1.8-4
[31] KernSmooth_2.23-15 stringi_1.4.3 RCurl_1.95-4.12
After the data filtering and normalization, we are interested in identifying gene expression changes and associated p-values between tumor and control samples. For this task, we used the R/Bioconductor packages sva and limma. We are adopting linear regression models, which in general are used in order to represent, in the most accurate way possible, something which is very complex. In the specific case of DE analysis, the model is used as a predictor of gene expression values. For the purpose of fitting the said regression model, it is crucial to build a design matrix. The design matrix is a n x m matrix, where n is the number of samples and m is the number of coeffients which need to be estimated or the types of samples, like cases and controls. It needs to be defined for which factors to adjust. In our case we are working with a paired design and we would have liked to adjust for gender.
We decide to proceed by only adjusting for the patient id, as it is already implicitly adjusting for gender; as we are working with a paired design, gender is identical between every pair of samples, which would make reduntand to adjust for it and would create technical problems during the inversion step of the matrix in the least square algorithm steps.
In the follwing step we create the design matrix, only adjusting for the patient id. We verify as well wether the matrix is full rank and so is invertible with no problem, which is the case.
pid <- substr(colnames(dge.filt), 9, 12)
mod <- model.matrix(~ type + pid, colData(coadse.filt))
mod0 <- model.matrix(~pid, colData(coadse.filt))
#Verify wether is full rank --> yes!
is.fullrank(mod)
[1] TRUE
We use the sva package for identifying and removing batch effects and other unwanted sources of variation.
sv <- sva(assays(coadse.filt)$logCPM, mod, mod0)
Number of significant surrogate variables is: 8
Iteration (out of 5 ):1 2 3 4 5
sv$n
[1] 8
The SVA algorithm has found 8 surrogate variables which we add to our model.
modsv <- cbind(mod, sv$sv)
mod0sv <- cbind(mod0, sv$sv)
In order to compare gene expression values between samples we need to adjust for the mean-variance realtionship.
barplot(sort(dge.filt$samples$lib.size)/1e+06, xlab = "Samples", ylab = "Library sizes (Millions)", col=rgb(0.7, 0.1, 0.3))
Figure 9: Library sizes among samples
This step could be executed with both limma trend and limma voom. We decided to proceed with the voom() function, since as we can observe in the Figure 9, there are big differences in library sizes among the samples.
So, we calculate the weights that estimate the mean-variance realtionship at gene-by-sample level with the voom() function. The obtained weights will be used to fit the model.
v <- voom(dge.filt, modsv, plot=TRUE)
Figure 10: Mean-variance trend
Next, we fit a linear model with the fit() function.
# Fit linear model for each gene given a series of arrays
fit<- lmFit(v,modsv)
We then calculate the moderated t-statistics through the eBayes() function.
# compute moderated t-statistics, moderated F-statistic, and log-odds of differential expression by empirical Bayes moderation of the standard errors towards a common value.
fit <- eBayes(fit)
FDRcutoff <- 0.01
Next, we classified the obtained test statistics as up, down or not significant with the help of the decideTest function. The FDR threshold used for this test is corresponds to 1%, as in cancer data is usual to have a lot of changes and so we prefer to be strict.
#Classify a series of related t-statistics as up, down or not significant.
res <- decideTests(fit, p.value = FDRcutoff)
summary(res)
(Intercept) typetumor pid2675 pid2678 pid2680 pid2683 pid2685 pid2686
Down 22 4459 0 7 4 3 5 4
NotSig 1765 3688 12967 12959 12963 12962 12961 12963
Up 11180 4820 0 1 0 2 1 0
pid3489 pid3496 pid3511 pid3514 pid3516 pid3517 pid3518 pid3520
Down 1 1 0 7 6 0 6 5
NotSig 12964 12964 12966 12957 12960 12967 12959 12961
Up 2 2 1 3 1 0 2 1
pid3522 pid3525 pid3527 pid3531 pid3534 pid3655 pid3660 pid3662
Down 0 1 1 3 2 0 6 5
NotSig 12966 12964 12966 12963 12963 12964 12958 12957
Up 1 2 0 1 2 3 3 5
pid3663 pid3697 pid3712 pid3713 pid5662 pid5667 pid6598 pid6599
Down 2 0 0 2 4 4 2 0
NotSig 12964 12967 12966 12962 12962 12963 12965 12967
Up 1 0 1 3 1 0 0 0
pid6600 pid6601 pid6603 pid6605 pid6704
Down 2 1 4 0 1 2487 1488 1388 470 1000
NotSig 12965 12966 12963 12967 12965 8299 10499 9991 12031 10753
Up 0 0 0 0 1 2181 980 1588 466 1214
Down 74 7 8
NotSig 12740 12959 12957
Up 153 1 2
We extract the genes chromosome to look at the distribution of the differential expressed genes among the chromosomes, again for the purpose of getting an overview of the data we will be working with.
genesmd <- data.frame(chr = as.character(sub("\\_.*", "", seqnames(rowRanges(coadse.filt)))), symbol = rowData(coadse.filt)[, 1], stringsAsFactors = FALSE)
#Extract a table of the top-ranked genes from a linear model fit.
fit$genes <- genesmd
tt <- topTable(fit, coef = 2, n = Inf)
genes<-table(as.character(sub("\\chr*", "",tt$chr[tt$adj.P.Val < FDRcutoff])))
par(las=2) # make label text perpendicular to axis
par(mar=c(5,8,4,2)) # increase y-axis margin.
genesmd
chr symbol
1 chr19 A1BG
2 chr12 A2M
3 chr14 SERPINA3
4 chr2 AAMP
5 chr16 AARS
6 chr16 ABAT
7 chr9 ABCA1
8 chr9 ABCA2
9 chr16 ABCA3
10 chrX ABCB7
11 chr9 ABL1
12 chr7 AOC1
13 chr1 ABL2
14 chr9 ABO
15 chr3 ACAA1
16 chr12 ACACB
17 chr1 ACADM
18 chr12 ACADS
19 chr10 ACADSB
20 chr17 ACADVL
21 chr11 ACAT1
22 chr6 ACAT2
23 chr17 ASIC2
24 chr12 ASIC1
25 chr7 ACHE
26 chr17 ACLY
27 chr9 ACO1
28 chr22 ACO2
29 chr17 ACOX1
30 chr2 ACP1
31 chr11 ACP2
32 chr19 ACP5
33 chr3 ACPP
34 chr1 ACTA1
35 chr10 ACTA2
36 chr7 ACTB
37 chr15 ACTC1
38 chr17 ACTG1
39 chr2 ACTG2
40 chr19 ACTN4
41 chr3 ACTL6A
42 chr14 ACTN1
43 chr11 ACTN3
44 chr2 ACVR1
45 chr12 ACVR1B
46 chr2 ACVR2A
47 chr3 ACVR2B
48 chr12 ACVRL1
49 chr3 ACY1
50 chr14 ACYP1
51 chr2 ACYP2
52 chr20 ADA
53 chr10 ADAM8
54 chr15 ADAM10
55 chr1 ADAR
56 chr21 ADARB1
57 chr7 ADCY1
58 chr5 ADCY2
59 chr2 ADCY3
60 chr3 ADCY5
61 chr12 ADCY6
62 chr16 ADCY7
63 chr16 ADCY9
64 chr18 ADCYAP1
65 chr7 ADCYAP1R1
66 chr4 ADD1
67 chr10 ADD3
68 chr4 ADH1A
69 chr4 ADH1B
70 chr4 ADH1C
71 chr4 ADH4
72 chr4 ADH5
73 chr4 ADH6
74 chr10 ADK
75 chr11 ADM
76 chr1 ADORA1
77 chr22 ADORA2A
78 chr17 ADORA2B
79 chr1 ADORA3
80 chr3 ADPRH
81 chr13 PARP4
82 chr10 ADRA2A
83 chr2 ADRA2B
84 chr4 ADRA2C
85 chr10 ADRB1
86 chr5 ADRB2
87 chr11 ADRBK1
88 chr22 ADRBK2
89 chr22 ADSL
90 chr1 ADSS
91 chr19 AP2A1
92 chr17 AP2B1
93 chr16 AP1G1
94 chr7 AEBP1
95 chr19 AES
96 chr4 AGA
97 chr15 ACAN
98 chr1 AGL
99 chr20 JAG1
100 chr3 AGTR1
101 chrX AGTR2
102 chr11 APLNR
103 chr2 AGXT
104 chrX NR0B1
105 chr20 AHCY
106 chr7 AHR
107 chr3 AHSG
108 chr6 AIM1
109 chr9 AK1
110 chr1 AK2
111 chr1 AK4
112 chr14 AKT1
113 chr19 AKT2
114 chr9 ALAD
115 chr3 ALAS1
116 chrX ALAS2
117 chr4 ALB
118 chrX ABCD1
119 chr9 ALDH1A1
120 chr12 ALDH2
121 chr17 ALDH3A1
122 chr9 ALDH1B1
123 chr15 ALDH1A3
124 chr11 ALDH3B1
125 chr11 ALDH3B2
126 chr1 ALDH9A1
127 chr17 ALDH3A2
128 chr12 ABCD2
129 chr9 ALDOB
130 chr17 ALDOC
131 chr2 ALK
132 chr17 ALOX12
133 chr17 ALOX15
134 chr2 ALPI
135 chr1 ALPL
136 chr2 ALPP
137 chr2 ALPPL2
138 chr1 ALX3
139 chr4 AMBN
140 chr9 AMBP
141 chrY AMELY
142 chr12 AMHR2
143 chr1 AMPD1
144 chr1 AMPD2
145 chr11 AMPD3
146 chr7 AMPH
147 chr2 BIN1
148 chr3 AMT
149 chr14 ANG
150 chr8 ANGPT1
151 chr8 ANGPT2
152 chr4 ANK2
153 chr10 ANK3
154 chr15 ANPEP
155 chr4 SLC25A4
156 chr9 ANXA1
157 chr15 ANXA2
158 chr4 ANXA3
159 chr2 ANXA4
160 chr4 ANXA5
161 chr5 ANXA6
162 chr10 ANXA7
163 chr10 ANXA11
164 chr17 AOC2
165 chr2 AOX1
166 chr12 APAF1
167 chr12 APOF
168 chr11 APBB1
169 chr4 APBB2
170 chr5 APC
171 chr1 APCS
172 chr3 APEH
173 chr11 BIRC2
174 chr11 BIRC3
175 chrX XIAP
176 chr17 BIRC5
177 chr19 APLP1
178 chr11 APLP2
179 chr11 APOA1
180 chr11 APOA4
181 chr19 APOC2
182 chr17 APOH
183 chr21 APP
184 chr16 APRT
185 chr19 KLK3
186 chrX SHROOM2
187 chr7 AQP1
188 chr12 AQP5
189 chrX ARAF
190 chr11 ARCN1
191 chr5 TRIM23
192 chr1 ARF1
193 chr12 ARF3
194 chr3 ARF4
195 chr17 ARL4D
196 chr7 ARF5
197 chr14 ARF6
198 chr6 ARG1
199 chr14 ARG2
200 chr2 RND3
201 chr14 ARHGAP5
202 chrX ARHGAP6
203 chr12 ARHGDIB
204 chr16 ARHGDIG
205 chr4 RHOH
206 chr12 ARL1
207 chr11 PHOX2A
208 chr11 ARL2
209 chr1 ARNT
210 chr11 ARNTL
211 chrX ARR3
212 chr22 ARSA
213 chrX STS
214 chrX ARSD
215 chrX ARSE
216 chrX ARSF
217 chr11 ART1
218 chr4 ART3
219 chr22 ARVCF
220 chr12 ASCL1
221 chr11 ASCL2
222 chr17 ASGR1
223 chr17 ASGR2
224 chr20 ASIP
225 chr7 ASL
226 chr19 ASNA1
227 chr7 ASNS
228 chr17 ASPA
229 chr9 ASS1
230 chr1 ASTN1
231 chr1 SERPINC1
232 chr1 ATF3
233 chr22 ATF4
234 chr2 ATIC
235 chr11 ATM
236 chr1 RERE
237 chr4 ATOH1
238 chr1 ATP1A1
239 chr1 ATP1A2
240 chr19 ATP1A3
241 chr13 ATP12A
242 chr1 ATP1A4
243 chr1 ATP1B1
244 chr3 ATP1B3
245 chr11 FXYD2
246 chr16 ATP2A1
247 chr17 ATP2A3
248 chr12 ATP2B1
249 chr3 ATP2B2
250 chrX ATP2B3
251 chr19 ATP4A
252 chr13 ATP4B
253 chr5 ALDH7A1
254 chr10 ATP5C1
255 chr19 ATP5D
256 chr20 ATP5E
257 chr1 ATP5F1
258 chr17 ATP5G1
259 chr12 ATP5G2
260 chr2 ATP5G3
261 chr4 ATP5I
262 chr21 ATP5J
263 chr3 ATP6V1A
264 chr2 ATP6V1B1
265 chr8 ATP6V1B2
266 chr22 ATP6V1E1
267 chr1 ATP6V0B
268 chr17 ATP6V0A1
269 chrX ATP6AP1
270 chr21 ATP5O
271 chr13 ATP7B
272 chr3 ATR
273 chrX ATRX
274 chr9 AUH
275 chr20 AVP
276 chr1 AVPR1B
277 chr19 AXL
278 chr7 AZGP1
279 chr21 BACH1
280 chr11 BAD
281 chr9 BAG1
282 chr8 ADGRB1
283 chr1 ADGRB2
284 chr6 ADGRB3
285 chr6 BAK1
286 chr2 BARD1
287 chr19 BAX
288 chr11 BBS1
289 chr16 BBS2
290 chr15 BBS4
291 chr12 BCAT1
292 chr19 BCAT2
293 chr3 BCHE
294 chr19 BCKDHA
295 chr6 BCKDHB
296 chr11 CCND1
297 chr18 BCL2
298 chr15 BCL2A1
299 chr20 BCL2L1
300 chr14 BCL2L2
301 chr19 BCL3
302 chr12 BCL7A
303 chr1 BCL9
304 chr16 TNFRSF17
305 chr19 HCN2
306 chr7 OPN1SW
307 chr22 BCR
308 chr14 BDKRB1
309 chr14 BDKRB2
310 chr11 BDNF
311 chr20 BFSP1
312 chr1 BGLAP
313 chr5 BHMT
314 chr12 BICD1
315 chr22 BID
316 chr22 BIK
317 chr6 PRDM1
318 chr8 BLK
319 chr17 BLMH
320 chr11 CXCR5
321 chr7 BLVRA
322 chr19 BLVRB
323 chr10 BMI1
324 chr8 BMP1
325 chr4 BMP3
326 chr14 BMP4
327 chr6 BMP5
328 chr6 BMP6
329 chr20 BMP7
330 chr1 BMP8B
331 chr10 BMPR1A
332 chr4 BMPR1B
333 chr2 BMPR2
334 chrX BMX
335 chr15 BNIP2
336 chr10 BNIP3
337 chr8 BNIP3L
338 chr2 BOK
339 chr6 DST
340 chr7 BPGM
341 chr20 BPI
342 chr17 BRCA1
343 chr13 BRCA2
344 chr1 BRDT
345 chr14 ZFP36L1
346 chr2 ZFP36L2
347 chrX BRS3
348 chr19 BSG
349 chr19 BST2
350 chr3 BTD
351 chr9 KLF9
352 chr13 KLF5
353 chr5 BTF3
354 chr12 BTG1
355 chrX BTK
356 chr6 BTN1A1
357 chr2 BUB1
358 chr15 BUB1B
359 chr6 BYSL
360 chr22 TSPO
361 chr17 C1QBP
362 chr11 SERPING1
363 chr1 C1QA
364 chr1 C1QB
365 chr1 C1QC
366 chr12 C1S
367 chr19 C3
368 chr11 CAPN5
369 chr9 C5
370 chr5 C7
371 chr1 C8B
372 chr11 VPS51
373 chr11 ZNHIT2
374 chr11 TMEM258
375 chr11 DAGLA
376 chr8 CA1
377 chr8 CA2
378 chr8 CA3
379 chr17 CA4
380 chr16 CA5A
381 chr1 CA6
382 chr16 CA7
383 chr9 CA9
384 chr19 CA11
385 chr19 CACNA1A
386 chr9 CACNA1B
387 chr12 CACNA1C
388 chr3 CACNA1D
389 chr1 CACNA1E
390 chrX CACNA1F
391 chr1 CACNA1S
392 chr17 CACNB1
393 chr10 CACNB2
394 chr12 CACNB3
395 chr2 CACNB4
396 chr17 CACNG1
397 chr3 SLC25A20
398 chrX S100G
399 chr11 CALCB
400 chr7 CALCR
401 chr14 CALM1
402 chr19 CALM3
403 chr10 CALML3
404 chr7 CALU
405 chr5 CAMK4
406 chr5 CAMK2A
407 chr4 CAMK2D
408 chr5 CAMLG
409 chr5 CANX
410 chr2 CAPG
411 chr11 CAPN1
412 chr1 CAPN2
413 chr19 CAPNS1
414 chrX CAPN6
415 chr19 CAPS
416 chr1 CAPZB
417 chr11 CASP4
418 chr11 CASP5
419 chr4 CASP6
420 chr10 CASP7
421 chr2 CASP8
422 chr1 CASP9
423 chr2 CASP10
424 chr1 CASQ1
425 chr1 CASQ2
426 chr11 CAT
427 chr7 CAV2
428 chr3 CAV3
429 chr6 RUNX2
430 chr8 RUNX1T1
431 chr16 CBFB
432 chr11 CBL
433 chr3 CBLB
434 chr16 CBLN1
435 chr11 SERPINH1
436 chr21 CBR1
437 chr21 CBS
438 chr9 CCIN
439 chr9 CCBL1
440 chr3 CCK
441 chr7 KRIT1
442 chr4 CCNA2
443 chr5 CCNB1
444 chr6 CCNC
445 chr6 CCND3
446 chr19 CCNE1
447 chr16 CCNF
448 chr5 CCNG1
449 chr4 CCNG2
450 chr5 CCNH
451 chr12 CCNT1
452 chr2 CCNT2
453 chr7 CCT6A
454 chr1 CD1A
455 chr1 CD1B
456 chr1 CD1C
457 chr1 CD2
458 chr11 CD3D
459 chr11 CD3E
460 chr11 CD3G
461 chr1 CD247
462 chr12 CD4
463 chr11 CD5
464 chr1 CD5L
465 chr11 CD6
466 chr17 CD7
467 chr2 CD8A
468 chr2 CD8B
469 chr12 CD9
470 chr5 CD14
471 chr12 CD27
472 chr2 CD28
473 chr3 CD80
474 chr3 CD86
475 chr1 TNFRSF8
476 chr9 TNFSF8
477 chr19 SIGLEC6
478 chr1 CD34
479 chr7 CD36
480 chr12 SCARB1
481 chr4 SCARB2
482 chr19 CD37
483 chr4 CD38
484 chr10 ENTPD1
485 chr9 ENTPD2
486 chr20 ENTPD6
487 chr3 ENTPD3
488 chr20 CD40
489 chrX CD40LG
490 chr11 CD44
491 chr3 CD47
492 chr1 CD48
493 chr1 CD53
494 chr1 CD58
495 chr11 CD59
496 chr12 CD63
497 chr12 CD69
498 chr19 CD70
499 chr9 CD72
500 chr5 CD74
501 chr19 CD79A
502 chr17 CD79B
503 chr11 CD81
504 chr19 ADGRE5
505 chr11 CD151
506 chr1 CDA
507 chr1 CDK11B
508 chr6 CDC5L
509 chr17 CDC6
510 chr1 CDC20
511 chr3 CDC25A
512 chr5 CDC25C
513 chr17 CDC27
514 chr19 CDC34
515 chr1 CDC42
516 chr16 CDH1
517 chr18 CDH2
518 chr16 CDH3
519 chr5 CDH6
520 chr16 CDH8
521 chr5 CDH9
522 chr5 CDH10
523 chr5 CDH12
524 chr16 CDH15
525 chr8 CDH17
526 chr12 CDK2
527 chr17 CDK3
528 chr12 CDK4
529 chr7 CDK5
530 chr7 CDK6
531 chr13 CDK8
532 chr9 CDK9
533 chr6 CDKN1A
534 chr9 CDKN2A
535 chr9 CDKN2B
536 chr1 CDKN2C
537 chr19 CDKN2D
538 chr14 CDKN3
539 chr5 CDO1
540 chrX CDR1
541 chr16 CDR2
542 chr1 CD52
543 chr5 CDX1
544 chr13 CDX2
545 chrX CDX4
546 chr4 CLGN
547 chr19 CEBPA
548 chr20 CEBPB
549 chr8 CEBPD
550 chr14 CEBPE
551 chr19 CEBPG
552 chr2 CENPA
553 chr20 CENPB
554 chr4 CENPC
555 chr4 CENPE
556 chr1 CENPF
557 chr18 CETN1
558 chr16 CETP
559 chr14 CFL2
560 chr11 CTSC
561 chr7 CFTR
562 chr6 CGA
563 chr19 CGB3
564 chr19 CEACAM8
565 chr19 CEACAM4
566 chr17 CHAD
567 chr13 RCBTB2
568 chr10 CHAT
569 chr5 CHD1
570 chr15 CHD2
571 chr17 CHD3
572 chr12 CHD4
573 chr10 AKR1C4
574 chr11 CHEK1
575 chr20 CHGB
576 chr1 CHI3L1
577 chr1 CHI3L2
578 chr1 CHIT1
579 chr11 CHKA
580 chr22 CHKB
581 chr2 CHN1
582 chr7 CHN2
583 chr11 CHRM1
584 chr7 CHRM2
585 chr1 CHRM3
586 chr11 CHRM4
587 chr2 CHRNA1
588 chr15 CHRNA3
589 chr20 CHRNA4
590 chr1 CHRNB2
591 chr15 CHRNB4
592 chr10 CHUK
593 chr14 CKB
594 chr3 CISH
595 chr19 TBCB
596 chr19 CKM
597 chr1 CKS1B
598 chr9 CKS2
599 chr3 AP2M1
600 chr7 AP1S1
601 chr19 AP2S1
602 chr5 AP3S1
603 chr19 CLC
604 chr1 CLCA1
605 chr7 CLCN1
606 chr3 CLCN2
607 chr4 CLCN3
608 chrX CLCN5
609 chr1 CLCN6
610 chr16 CLCN7
611 chr1 CLCNKA
612 chr1 CLCNKB
613 chr8 CLU
614 chr2 CLK1
615 chr15 CLK3
616 chr11 TPP1
617 chr13 CLN5
618 chr11 CLNS1A
619 chr6 CLPS
620 chr9 CLTA
621 chr5 CLTB
622 chr17 CLTC
623 chr3 CCR1
624 chr3 CCR3
625 chr3 CCR4
626 chr3 CCR5
627 chr17 CCR7
628 chr3 CCR8
629 chr3 ACKR2
630 chr12 CMKLR1
631 chr14 LTB4R
632 chr10 ABCC2
633 chr4 CNGA1
634 chrX CNGA2
635 chr2 CNGA3
636 chr11 CNGA4
637 chr19 CNN1
638 chr19 CNN2
639 chr1 CNN3
640 chr17 CNP
641 chr6 CNR1
642 chr1 CNR2
643 chr11 CNTF
644 chr9 CNTFR
645 chr17 COL1A1
646 chr2 COL3A1
647 chr13 COL4A1
648 chr13 COL4A2
649 chr2 COL4A3
650 chr2 COL4A4
651 chrX COL4A5
652 chrX COL4A6
653 chr9 COL5A1
654 chr2 COL5A2
655 chr21 COL6A1
656 chr21 COL6A2
657 chr2 COL6A3
658 chr6 COL9A1
659 chr1 COL9A2
660 chr20 COL9A3
661 chr6 COL10A1
662 chr1 COL11A1
663 chr10 COL13A1
664 chr9 COL15A1
665 chr1 COL16A1
666 chr10 COL17A1
667 chr6 COL19A1
668 chr19 COMP
669 chr22 COMT
670 chr1 COPA
671 chr11 COPB1
672 chr10 KLF6
673 chr9 SLC31A2
674 chr1 CORT
675 chr16 COX4I1
676 chr2 COX5B
677 chr12 COX6A1
678 chr16 COX6A2
679 chr19 COX6B1
680 chr19 COX7A1
681 chr6 COX7A2
682 chrX COX7B
683 chr5 COX7C
684 chr11 COX8A
685 chr10 COX15
686 chr3 CP
687 chr7 CPA1
688 chr3 CPA3
689 chr13 CPB2
690 chr17 CPD
691 chr7 CLDN3
692 chr17 CLDN7
693 chr12 CPM
694 chr3 CPOX
695 chr2 CPS1
696 chr22 CPT1B
697 chr1 CPT2
698 chr1 CR1
699 chr1 CR1L
700 chr1 CR2
701 chr15 CRABP1
702 chr9 CRAT
703 chr2 CREB1
704 chr2 ATF2
705 chr16 CREBBP
706 chr12 CREBL2
707 chr8 CRH
708 chr5 CRHBP
709 chr22 CRKL
710 chr1 CRP
711 chr5 HAPLN1
712 chr19 CRX
713 chr12 CRY1
714 chr11 CRY2
715 chr11 CRYAB
716 chr17 CRYBA1
717 chr22 CRYBA4
718 chr22 CRYBB2
719 chr2 CRYGB
720 chr1 CRYZ
721 chr6 MAPK14
722 chr20 CSE1L
723 chr1 CSF1
724 chr5 CSF1R
725 chr5 CSF2
726 chr22 CSF2RB
727 chr1 CSF3R
728 chr17 CSH1
729 chr17 CSH2
730 chr17 CSHL1
731 chr17 CSNK1D
732 chr22 CSNK1E
733 chr19 CSNK1G2
734 chr5 CSNK1G3
735 chr20 CSNK2A1
736 chr16 CSNK2A2
737 chr5 VCAN
738 chr15 CSPG4
739 chr1 CSRP1
740 chr12 CSRP2
741 chr17 SLC25A10
742 chr20 CST1
743 chr11 CST6
744 chrX CSTF2
745 chr11 CSTF3
746 chr1 CTBS
747 chr4 CTBP1
748 chr10 CTBP2
749 chr16 CTF1
750 chr6 CTGF
751 chr1 CTH
752 chr2 CTLA4
753 chr5 CTNNA1
754 chr2 CTNNA2
755 chr17 CTNS
756 chr3 CTNNB1
757 chr11 CTNND1
758 chr5 CTNND2
759 chr1 CTPS1
760 chr16 CTRB1
761 chr11 CTSD
762 chr1 CTSE
763 chr14 CTSG
764 chr15 CTSH
765 chr1 CTSK
766 chr9 CTSL
767 chr9 CTSV
768 chr1 CTSS
769 chr20 CTSZ
770 chr7 CUX1
771 chr3 CX3CR1
772 chr21 CXADR
773 chr18 CYB5A
774 chr16 CYBA
775 chrX CYBB
776 chr8 CYC1
777 chrX CYLC1
778 chr9 CYLC2
779 chr16 CYLD
780 chr19 CYP2A6
781 chr19 CYP2A7
782 chr7 CYP3A7
783 chr19 CYP2A13
784 chr10 CYP2C19
785 chr10 CYP2C8
786 chr10 CYP2C9
787 chr10 CYP2E1
788 chr19 CYP2F1
789 chr7 CYP3A4
790 chr7 CYP3A5
791 chr3 CYP8B1
792 chr8 CYP11B1
793 chr20 CYP24A1
794 chr12 CYP27B1
795 chr7 CYP51A1
796 chr1 DAB1
797 chr5 DAB2
798 chr14 DAD1
799 chr1 CD55
800 chr3 DAG1
801 chr12 DGKA
802 chr7 DGKB
803 chr4 DGKQ
804 chr12 DAO
805 chr19 DAPK3
806 chrY DAZ1
807 chr9 BRINP1
808 chr2 DBI
809 chr5 DBN1
810 chr19 DBP
811 chr1 DBT
812 chr18 DCC
813 chr12 DCN
814 chr17 ACE
815 chr13 DCT
816 chr2 DCTN1
817 chrX DCX
818 chr11 DDB1
819 chr11 DDB2
820 chr7 DDC
821 chr10 AKR1C1
822 chr10 AKR1C2
823 chr1 GADD45A
824 chr12 DDIT3
825 chr1 DDOST
826 chr2 DDX1
827 chrX DDX3X
828 chr17 DDX5
829 chr11 DDX6
830 chr17 DHX8
831 chr1 DHX9
832 chr11 DDX10
833 chr12 DDX11
834 chr4 DHX15
835 chr8 DECR1
836 chr8 DEFA1
837 chr2 DES
838 chr1 DFFA
839 chr1 DFFB
840 chr7 DFNA5
841 chr14 COCH
842 chr11 DHCR7
843 chr1 DHCR24
844 chr5 DHFR
845 chr16 DHODH
846 chr19 DHPS
847 chr22 CYB5R3
848 chr5 DIAPH1
849 chrX DIAPH2
850 chr16 SEPT1
851 chr1 DIO1
852 chr14 DIO2
853 chr14 DIO3
854 chrX DKC1
855 chr7 DLD
856 chr3 DLG1
857 chr11 DLG2
858 chrX DLG3
859 chr17 DLG4
860 chr14 DLST
861 chr17 DLX3
862 chr7 DLX5
863 chr7 DLX6
864 chr9 SARDH
865 chr4 DMP1
866 chr9 DNM1
867 chr9 DMRT1
868 chr6 DNAH8
869 chr17 DNAH9
870 chr16 DNASE1
871 chrX DNASE1L1
872 chr16 DNASE1L2
873 chr3 DNASE1L3
874 chr19 DNASE2
875 chr14 DYNC1H1
876 chr7 DYNC1I1
877 chr2 DYNC1I2
878 chr19 DNM2
879 chr10 TRDMT1
880 chr2 DNMT3A
881 chr20 DNMT3B
882 chr10 DNTT
883 chr5 DOCK2
884 chr3 DOCK3
885 chr2 DOK1
886 chr11 DPAGT1
887 chr16 DPEP1
888 chr17 DPH1
889 chr1 DPH2
890 chr2 DPP4
891 chr7 DPP6
892 chr5 DPYSL3
893 chr11 DRD2
894 chr3 DRD3
895 chr4 DRD5
896 chr19 ARID3A
897 chr12 ATN1
898 chr18 DSC2
899 chr18 DSC3
900 chr21 RCAN1
901 chrX TSC22D3
902 chr6 DSP
903 chr12 EPYC
904 chr18 DTNA
905 chr2 DTNB
906 chr5 HBEGF
907 chr12 DTX1
908 chr2 DTYMK
909 chr9 ECM2
910 chr5 DUSP1
911 chr8 DUSP4
912 chr10 DUSP5
913 chr3 DUSP7
914 chrX DUSP9
915 chr15 DUT
916 chr21 DYRK1A
917 chr1 E2F2
918 chr16 E2F4
919 chr8 E2F5
920 chr2 E2F6
921 chr16 E4F1
922 chr5 EBF1
923 chr13 GPR183
924 chr22 TYMP
925 chr19 ECH1
926 chr1 ECM1
927 chr3 ECT2
928 chrX EDA
929 chr1 S1PR1
930 chr9 LPAR1
931 chr9 S1PR3
932 chr1 EDN2
933 chr20 EDN3
934 chr4 EDNRA
935 chr13 EDNRB
936 chr12 PHC1
937 chr1 PHC2
938 chr6 EEF1A1
939 chr20 EEF1A2
940 chr2 EEF1B2
941 chr11 EEF1G
942 chr19 EEF2
943 chr1 EIF2D
944 chr1 EFNA1
945 chr1 EFNA3
946 chr1 EFNA4
947 chr5 EFNA5
948 chrX EFNB1
949 chr13 EFNB2
950 chr17 EFNB3
951 chr4 EGF
952 chr3 CELSR3
953 chr1 CELSR2
954 chr1 MEGF6
955 chr10 EGR2
956 chr8 EGR3
957 chr2 EGR4
958 chr3 EHHADH
959 chrX EIF1AX
960 chr14 EIF2S1
961 chr12 EIF2B1
962 chrX EIF2S3
963 chr1 EPHA2
964 chr17 EIF4A1
965 chr3 EIF4A2
966 chr12 EIF4B
967 chr4 EIF4E
968 chr8 EIF4EBP1
969 chr10 EIF4EBP2
970 chr3 EIF4G1
971 chr11 EIF4G2
972 chr14 EIF5
973 chr17 EIF5A
974 chr12 CELA1
975 chr6 SERPINB1
976 chr9 ELAVL2
977 chr19 ELAVL1
978 chr19 ELAVL3
979 chr1 ELAVL4
980 chr13 ELF1
981 chr1 ELF3
982 chrX ELF4
983 chrX ELK1
984 chr12 ELK3
985 chr7 ELN
986 chr14 EML1
987 chrX EMD
988 chr12 EMP1
989 chr16 EMP2
990 chr19 EMP3
991 chr19 ADGRE1
992 chr2 EMX1
993 chr11 CTTN
994 chr10 EMX2
995 chr2 EN1
996 chr12 ENO2
997 chr17 ENO3
998 chr4 ENPEP
999 chr1 ENSA
1000 chr6 SLC29A1
1001 chr22 EP300
1002 chr2 EPAS1
1003 chr1 EPB41
1004 chr20 EPB41L1
1005 chr6 EPB41L2
1006 chr15 EPB42
1007 chr9 STOM
1008 chr7 EPHA1
1009 chr3 EPHA3
1010 chr2 EPHA4
1011 chr4 EPHA5
1012 chr6 EPHA7
1013 chr1 EPHA8
1014 chr3 EPHB1
1015 chr1 EPHB2
1016 chr3 EPHB3
1017 chr1 EPHX1
1018 chr12 STX2
1019 chr19 EPOR
1020 chr1 EPRS
1021 chr12 EPS8
1022 chr1 EPS15
1023 chr17 ERBB2
1024 chr19 ERCC1
1025 chr4 EREG
1026 chr6 EYA4
1027 chr2 ERCC3
1028 chr16 ERCC4
1029 chr13 ERCC5
1030 chr19 ERF
1031 chr21 ERG
1032 chr14 ERH
1033 chr17 ERN1
1034 chr7 ERV3-1
1035 chr13 ESD
1036 chr6 ESR1
1037 chr14 ESR2
1038 chr11 ESRRA
1039 chr14 ESRRB
1040 chr1 ESRRG
1041 chr5 ETF1
1042 chr15 ETFA
1043 chr4 ETFDH
1044 chr11 ETS1
1045 chr21 ETS2
1046 chr7 ETV1
1047 chr19 ETV2
1048 chr1 ETV3
1049 chr17 ETV4
1050 chr3 ETV5
1051 chr12 ETV6
1052 chr4 EVC
1053 chr17 EVI2A
1054 chr17 EVI2B
1055 chr17 EVPL
1056 chr7 EVX1
1057 chr22 EWSR1
1058 chr8 EXT1
1059 chr11 EXT2
1060 chr1 EXTL1
1061 chr1 EXTL2
1062 chr8 EXTL3
1063 chr8 EYA1
1064 chr20 EYA2
1065 chr1 EYA3
1066 chr17 EZH1
1067 chr11 F2
1068 chr5 F2R
1069 chr5 F2RL1
1070 chr5 F2RL2
1071 chr1 F3
1072 chr1 F5
1073 chr13 F7
1074 chrX F9
1075 chr13 F10
1076 chr5 F12
1077 chr1 F13B
1078 chr1 FAAH
1079 chr4 FABP2
1080 chr5 FABP6
1081 chr6 FABP7
1082 chr16 FANCA
1083 chr9 FANCC
1084 chr3 FANCD2
1085 chr6 FANCE
1086 chr4 ACSL1
1087 chr2 ACSL3
1088 chrX ACSL4
1089 chr8 PTK2B
1090 chrX FANCB
1091 chr11 FANCF
1092 chr9 FANCG
1093 chr2 FAP
1094 chr22 FBLN1
1095 chr11 FAU
1096 chr3 FBLN2
1097 chr15 FBN1
1098 chr2 EFEMP1
1099 chr1 FCER1A
1100 chr1 FCER1G
1101 chr1 FCGR1A
1102 chr1 FCGR1B
1103 chr1 FCGR2A
1104 chr1 FCGR2B
1105 chr1 FCGR3B
1106 chr19 FCGRT
1107 chr9 FCN1
1108 chr9 FCN2
1109 chr8 FDFT1
1110 chr1 FDPS
1111 chr17 FDXR
1112 chr18 FECH
1113 chr11 FEN1
1114 chrX GPC4
1115 chr4 FGA
1116 chr4 FGB
1117 chrX FGD1
1118 chr5 FGF1
1119 chr4 FGF2
1120 chr11 FGF3
1121 chr11 FGF4
1122 chr4 FGF5
1123 chr12 FGF6
1124 chr15 FGF7
1125 chr10 FGF8
1126 chr13 FGF9
1127 chr17 FGF11
1128 chrX FGF13
1129 chr13 FGF14
1130 chr4 FGFR3
1131 chr13 GPC5
1132 chr5 FGFR4
1133 chr4 FGG
1134 chr8 FGL1
1135 chr1 FGR
1136 chr3 FHIT
1137 chr11 FKBP2
1138 chr14 FKBP3
1139 chr12 FKBP4
1140 chr6 FKBP5
1141 chr6 FOXF2
1142 chr6 FOXC1
1143 chr5 FOXD1
1144 chr9 FOXE1
1145 chr1 FOXD2
1146 chr1 FLG
1147 chr11 FLI1
1148 chr17 FLII
1149 chrX FLNA
1150 chr7 FLNC
1151 chr17 FLOT2
1152 chr13 FLT1
1153 chr13 FLT3
1154 chr19 FLT3LG
1155 chr1 FMO3
1156 chr1 FMO5
1157 chr8 FNTA
1158 chr11 FOLR3
1159 chr14 FOS
1160 chr19 FPR1
1161 chr19 FPR2
1162 chr19 FPR3
1163 chr9 FXN
1164 chr6 FRK
1165 chr11 FSHB
1166 chrX CENPI
1167 chr2 FSHR
1168 chr1 NR5A2
1169 chr11 FTH1
1170 chr19 FTL
1171 chr9 NR5A1
1172 chr1 FUCA1
1173 chr17 GAST
1174 chr14 FUT8
1175 chr18 KDSR
1176 chr1 ACKR1
1177 chr5 FYB
1178 chr6 FYN
1179 chr17 FZD2
1180 chr1 IFI6
1181 chr17 G6PC
1182 chr11 SLC37A4
1183 chr22 XRCC6
1184 chr17 GAA
1185 chr4 GAB1
1186 chr21 GABPA
1187 chr4 GABRA2
1188 chrX GABRA3
1189 chr4 GABRA4
1190 chr15 GABRA5
1191 chr5 GABRA6
1192 chr4 GABRB1
1193 chr5 GABRB2
1194 chrX GABRE
1195 chr4 GABRG1
1196 chr6 GABRR1
1197 chr6 GABRR2
1198 chr2 GAD1
1199 chr10 GAD2
1200 chrX GAGE2C
1201 chr4 GAK
1202 chr14 GALC
1203 chr1 GALE
1204 chr12 B4GALNT1
1205 chr17 GALK1
1206 chr15 GALK2
1207 chr18 GALR1
1208 chr16 GALNS
1209 chr18 GALNT1
1210 chr1 GALNT2
1211 chr2 GALNT3
1212 chr19 GAMT
1213 chr3 GAP43
1214 chr12 GAPDH
1215 chr11 LRRC32
1216 chr7 GARS
1217 chr9 GAS1
1218 chr11 GAS2
1219 chr13 GAS6
1220 chr16 GAS8
1221 chr10 GATA3
1222 chr8 GATA4
1223 chr18 GATA6
1224 chr15 GATM
1225 chr3 GBE1
1226 chr1 GBP3
1227 chr4 GC
1228 chr2 GCG
1229 chr17 GCGR
1230 chr12 BLOC1S1
1231 chr17 KAT2A
1232 chr9 NR6A1
1233 chrX OPN1MW
1234 chr10 GDF2
1235 chr5 GDF9
1236 chrX GDI1
1237 chr10 GDI2
1238 chr5 GDNF
1239 chr8 GEM
1240 chr16 GFER
1241 chr1 GFI1
1242 chr10 GFRA1
1243 chr8 GFRA2
1244 chr5 GFRA3
1245 chr2 GGCX
1246 chr22 GGT1
1247 chr9 B4GALT1
1248 chr20 GGT7
1249 chr17 GH2
1250 chr20 GHRH
1251 chr7 GHRHR
1252 chr3 GHSR
1253 chr11 GIF
1254 chr17 GIP
1255 chr13 GJA3
1256 chr1 GJA4
1257 chr1 GJA5
1258 chrX GJB1
1259 chr13 GJB2
1260 chr1 GJB3
1261 chr1 GJB5
1262 chrX GK
1263 chr4 GK2
1264 chrX GLA
1265 chrX GPC3
1266 chr3 GLB1
1267 chr9 GLE1
1268 chr6 GLO1
1269 chr6 GLP1R
1270 chr5 GLRA1
1271 chrX GLRA2
1272 chr4 GLRB
1273 chr2 GLS
1274 chr10 GLUD1
1275 chrX GLUD2
1276 chr1 GLUL
1277 chr5 GM2A
1278 chr6 GMDS
1279 chr19 GNA11
1280 chr19 GNA15
1281 chr7 GNAI1
1282 chr1 GNAI3
1283 chr18 GNAL
1284 chr9 GNAQ
1285 chr20 GNAS
1286 chr3 GNAT1
1287 chr1 GNAT2
1288 chr22 GNAZ
1289 chr1 GNB1
1290 chr7 GNB2
1291 chr12 GNB3
1292 chr11 GNG3
1293 chr9 GNG10
1294 chr7 GNG11
1295 chr7 GNGT1
1296 chr17 GNGT2
1297 chr8 GNRH1
1298 chr20 GNRH2
1299 chr4 GNRHR
1300 chr9 GOLGA1
1301 chr9 GOLGA2
1302 chr12 GOLGA3
1303 chr3 GOLGA4
1304 chr3 GOLGB1
1305 chr10 GOT1
1306 chr1 SFN
1307 chr17 GP1BA
1308 chr3 GP9
1309 chr2 GPC1
1310 chr12 GPD1
1311 chr2 GPD2
1312 chr19 GPI
1313 chr6 GPLD1
1314 chr4 GPM6A
1315 chrX GPM6B
1316 chr2 GPR1
1317 chr17 CCR10
1318 chr1 GPR3
1319 chr19 GPR4
1320 chr3 XCR1
1321 chrX CXCR3
1322 chr17 UTS2R
1323 chr3 GPR15
1324 chr2 GPR17
1325 chr12 GPR19
1326 chrX LPAR4
1327 chr1 GPR25
1328 chr10 GPR26
1329 chr3 GPR27
1330 chr19 FFAR3
1331 chr5 GRK6
1332 chr17 GPS1
1333 chr17 GPS2
1334 chr8 GPT
1335 chr3 GPX1
1336 chr14 GPX2
1337 chr5 GPX3
1338 chr19 GPX4
1339 chr1 GPX7
1340 chr17 GRB2
1341 chr17 GRB7
1342 chr9 RAPGEF1
1343 chr5 GRIA1
1344 chr11 GRIA4
1345 chr10 GRID1
1346 chr4 GRID2
1347 chr17 GRN
1348 chr6 GRIK2
1349 chr1 GRIK3
1350 chr16 GRIN2A
1351 chr12 GRIN2B
1352 chr17 GRIN2C
1353 chr19 GRIN2D
1354 chr19 ARHGAP35
1355 chr6 GRM1
1356 chr6 GRM4
1357 chr7 GRM8
1358 chr4 CXCL1
1359 chr4 CXCL2
1360 chr4 CXCL3
1361 chrX GRPR
1362 chr4 GRSF1
1363 chr22 GSC2
1364 chr19 GSK3A
1365 chr1 GSTM1
1366 chr1 GSTM2
1367 chr1 GSTM5
1368 chr14 GTF2A1
1369 chr15 GTF2A2
1370 chr19 GTF2F1
1371 chr13 GTF2F2
1372 chr7 GTF2I
1373 chr13 GTF3A
1374 chr14 BRF1
1375 chr16 GTF3C1
1376 chr2 GTF3C2
1377 chr11 GUCY1A2
1378 chr6 GUCA1A
1379 chr6 GUCA1B
1380 chr1 GUCA2A
1381 chr1 GUCA2B
1382 chr4 GUCY1B3
1383 chr12 GUCY2C
1384 chrX GUCY2F
1385 chr1 GUK1
1386 chr7 GUSB
1387 chr4 GYPB
1388 chr2 GYPC
1389 chr12 GYS2
1390 chr14 GZMH
1391 chr17 GUCY2D
1392 chr5 GZMA
1393 chr5 GZMK
1394 chr19 GZMM
1395 chr6 HIST1H1C
1396 chr6 HIST1H1D
1397 chr6 HIST1H1E
1398 chr6 HIST1H1B
1399 chr6 HIST1H1T
1400 chr6 HIST1H2AE
1401 chr6 HIST1H2AD
1402 chr4 H2AFZ
1403 chr6 HIST1H2BB
1404 chr17 H3F3B
1405 chr6 HIST1H1A
1406 chrX HSD17B10
1407 chr2 HADHA
1408 chr12 HAL
1409 chr5 HARS
1410 chr19 HAS1
1411 chr8 HAS2
1412 chr16 HAS3
1413 chr16 HBA1
1414 chr16 HBA2
1415 chr16 HBM
1416 chr11 HBD
1417 chr11 HBE1
1418 chr11 HBG1
1419 chr11 HBG2
1420 chr16 HBQ1
1421 chrX HCCS
1422 chr22 SERPIND1
1423 chr20 HCK
1424 chr3 HCLS1
1425 chr17 HCRT
1426 chr1 HDAC1
1427 chr6 HDAC2
1428 chr1 HDGF
1429 chr10 HELLS
1430 chr15 HEXA
1431 chr5 HEXB
1432 chr1 CFHR1
1433 chr1 CFHR2
1434 chr7 HGF
1435 chr8 NRG1
1436 chr10 HHEX
1437 chr17 HIC1
1438 chr14 HIF1A
1439 chr7 HIP1
1440 chr4 UBE2K
1441 chr6 HIVEP2
1442 chr10 HK1
1443 chr2 HK2
1444 chr1 ZBTB48
1445 chr6 HLA-DQA1
1446 chr17 HLF
1447 chr21 HLCS
1448 chr11 HMBS
1449 chr13 HMGB1
1450 chr4 HMGB2
1451 chr21 HMGN1
1452 chr1 HMGN2
1453 chr1 HMGCL
1454 chr5 HMGCR
1455 chr5 HMGCS1
1456 chr1 HMGCS2
1457 chr6 HMGA1
1458 chr5 HMMR
1459 chr12 NR4A1
1460 chr4 HMX1
1461 chr10 HMX2
1462 chr20 FOXA2
1463 chr8 HNF4G
1464 chr15 ONECUT1
1465 chr2 HNMT
1466 chr11 SLC29A2
1467 chr14 HNRNPC
1468 chr4 HNRNPD
1469 chr10 HNRNPF
1470 chr12 HOXC8
1471 chr12 HOXC10
1472 chr2 HOXD3
1473 chr2 HOXD4
1474 chr2 HOXD8
1475 chr2 HOXD9
1476 chr2 HOXD10
1477 chr2 HOXD11
1478 chr2 HOXD12
1479 chr2 HOXD13
1480 chr16 HP
1481 chr2 HPCAL1
1482 chr12 HPD
1483 chr4 HPGD
1484 chr19 HPN
1485 chr16 HPR
1486 chrX HPRT1
1487 chr10 HPS1
1488 chr11 HPX
1489 chr2 AGFG1
1490 chr7 AGFG2
1491 chr3 HRH1
1492 chr19 HRC
1493 chr3 HRG
1494 chr5 HRH2
1495 chr21 PRMT2
1496 chr19 PRMT1
1497 chr3 HES1
1498 chr16 HSBP1
1499 chr1 HSD11B1
1500 chr16 HSD11B2
1501 chr17 HSD17B1
1502 chr9 HSD17B3
1503 chr5 HSD17B4
1504 chr8 HSF1
1505 chr6 HSF2
1506 chr16 HSF4
1507 chr2 DNAJB2
1508 chr9 DNAJA1
1509 chr5 HSPA4
1510 chr1 HSPA6
1511 chr11 HSPA8
1512 chr5 HSPA9
1513 chr7 HSPB1
1514 chr11 HSPB2
1515 chr14 HSP90AA1
1516 chr1 IGSF3
1517 chr6 HSP90AB1
1518 chr2 HSPD1
1519 chr2 HSPE1
1520 chr1 HSPG2
1521 chr4 HTN1
1522 chr4 HTN3
1523 chr5 HTR1A
1524 chr6 HTR1B
1525 chr1 HTR1D
1526 chr6 HTR1E
1527 chr2 HTR2B
1528 chrX HTR2C
1529 chr11 HTR3A
1530 chr5 HTR4
1531 chr7 HTR5A
1532 chr7 HUS1
1533 chr9 TNC
1534 chr4 IBSP
1535 chr19 ICAM1
1536 chr17 ICAM2
1537 chr19 ICAM3
1538 chr19 ICAM4
1539 chr20 ID1
1540 chr2 ID2
1541 chr1 ID3
1542 chr6 ID4
1543 chr10 IDE
1544 chr2 IDH1
1545 chr15 IDH3A
1546 chrX IDS
1547 chr4 IDUA
1548 chr1 IFI16
1549 chr17 IFI35
1550 chr2 SP110
1551 chr10 IFIT1
1552 chr10 IFIT3
1553 chr9 IFNA2
1554 chr9 IFNA5
1555 chr9 IFNA10
1556 chr9 IFNA13
1557 chr9 IFNA17
1558 chr9 IFNA21
1559 chr12 IFNG
1560 chr6 IFNGR1
1561 chr9 IFNW1
1562 chr7 IFRD1
1563 chrX IGBP1
1564 chr12 IGF1
1565 chr15 IGF1R
1566 chr11 IGF2
1567 chr6 IGF2R
1568 chr16 IGFALS
1569 chr2 IGFBP2
1570 chr7 IGFBP3
1571 chr2 IGFBP5
1572 chr12 IGFBP6
1573 chr4 RBPJ
1574 chr22 IGLL1
1575 chrX IGSF1
1576 chr2 IHH
1577 chr5 IK
1578 chr2 IL1A
1579 chr2 IL1B
1580 chr2 IL1R1
1581 chr3 IL1RAP
1582 chr2 IL1RN
1583 chr10 IL2RA
1584 chr22 IL2RB
1585 chrX IL2RG
1586 chr5 IL3
1587 chr2 CXCR1
1588 chr2 CXCR2
1589 chr1 IL10
1590 chr11 IL10RA
1591 chr9 IL11RA
1592 chr5 IL12B
1593 chr1 IL12RB2
1594 chr5 IL13
1595 chrX IL13RA2
1596 chr4 IL15
1597 chr10 IL15RA
1598 chr1 TNFRSF9
1599 chr6 IL17A
1600 chr11 IL18
1601 chr17 FOXK2
1602 chr19 ILF3
1603 chr11 ILK
1604 chr8 IMPA1
1605 chr18 IMPA2
1606 chr7 IMPDH1
1607 chr3 IMPDH2
1608 chr6 IMPG1
1609 chr11 INCENP
1610 chr8 IDO1
1611 chr13 ING1
1612 chr4 ING2
1613 chr2 INHA
1614 chr7 INHBA
1615 chr4 CXCL10
1616 chr2 INPP1
1617 chr11 INS
1618 chr2 INPP4A
1619 chr11 INPPL1
1620 chr7 INSIG1
1621 chr9 INSL4
1622 chr20 INSM1
1623 chr1 INSRR
1624 chr8 EIF3E
1625 chr1 IPP
1626 chr15 IPW
1627 chrX IRAK1
1628 chr2 ITGA6
1629 chr3 IRAK2
1630 chr15 IREB2
1631 chr5 IRF1
1632 chr4 IRF2
1633 chr19 IRF3
1634 chr7 IRF5
1635 chr15 ISG20
1636 chr5 ISL1
1637 chr5 ITGA1
1638 chr5 ITGA2
1639 chr17 ITGA2B
1640 chr17 ITGA3
1641 chr2 ITGA4
1642 chr12 ITGA5
1643 chr12 ITGA7
1644 chr3 ITGA9
1645 chr16 ITGAD
1646 chr17 ITGAE
1647 chr16 ITGAL
1648 chr16 ITGAM
1649 chr2 ITGAV
1650 chr16 ITGAX
1651 chr10 ITGB1
1652 chr17 ITGB4
1653 chr20 EIF6
1654 chr3 ITGB5
1655 chr2 ITGB6
1656 chr12 ITGB7
1657 chr3 ITIH1
1658 chr10 ITIH2
1659 chr3 ITIH3
1660 chr3 ITIH4
1661 chr11 STT3A
1662 chr1 ITPKB
1663 chr3 ITPR1
1664 chr12 ITPR2
1665 chr6 ITPR3
1666 chr15 IVD
1667 chr1 IVL
1668 chr1 JAK1
1669 chr19 JAK3
1670 chr6 JARID2
1671 chr1 JUN
1672 chr19 JUNB
1673 chr19 JUND
1674 chr17 JUP
1675 chr11 CD82
1676 chr12 KCNA1
1677 chr1 KCNA2
1678 chr1 KCNA3
1679 chr11 KCNA4
1680 chr12 KCNA5
1681 chr1 KCNA10
1682 chr11 KCNC1
1683 chr7 KCND2
1684 chr1 KCND3
1685 chr21 KCNE1
1686 chr2 KCNF1
1687 chr20 KCNG1
1688 chr7 KCNH2
1689 chr11 KCNJ1
1690 chr17 KCNJ2
1691 chr2 KCNJ3
1692 chr11 KCNJ5
1693 chr21 KCNJ6
1694 chr12 KCNJ8
1695 chr1 KCNJ9
1696 chr1 KCNJ10
1697 chr11 KCNJ11
1698 chr17 KCNJ12
1699 chr19 KCNJ14
1700 chr21 KCNJ15
1701 chr17 KCNJ16
1702 chr1 KCNK1
1703 chr1 KCNK2
1704 chr2 KCNK3
1705 chr5 KCNMB1
1706 chr19 KCNN1
1707 chr5 KCNN2
1708 chr1 KCNN3
1709 chr19 KCNN4
1710 chr11 KCNQ1
1711 chr20 KCNS1
1712 chr8 KCNS2
1713 chr2 KCNS3
1714 chr4 KDR
1715 chr2 KHK
1716 chr12 KIF5A
1717 chr10 KIF5B
1718 chr1 KISS1
1719 chr4 KIT
1720 chr19 KLK1
1721 chr19 KLK2
1722 chr4 KLKB1
1723 chr12 KLRB1
1724 chr12 KLRC2
1725 chr12 KLRC3
1726 chr12 KLRD1
1727 chr3 KNG1
1728 chr14 KLC1
1729 chr6 KIF25
1730 chr3 KPNA1
1731 chr17 KPNB1
1732 chr17 KPNA2
1733 chr13 KPNA3
1734 chr3 KPNA4
1735 chr6 KPNA5
1736 chr5 TNPO1
1737 chr13 IPO5
1738 chr12 KRAS
1739 chr11 KRTAP5-9
1740 chr12 KRT1
1741 chr12 KRT2
1742 chr12 KRT3
1743 chr12 KRT4
1744 chr12 KRT5
1745 chr12 KRT6A
1746 chr12 KRT6B
1747 chr12 KRT7
1748 chr12 KRT8
1749 chr17 KRT9
1750 chr17 KRT10
1751 chr17 KRT13
1752 chr17 KRT14
1753 chr17 KRT15
1754 chr17 KRT16
1755 chr12 KRT18
1756 chr17 KRT19
1757 chr17 KRT31
1758 chr17 KRT32
1759 chr17 KRT33A
1760 chr17 KRT33B
1761 chr17 KRT34
1762 chr17 KRT35
1763 chr12 KRT81
1764 chr12 KRT82
1765 chr12 KRT83
1766 chr12 KRT84
1767 chr12 KRT85
1768 chr12 KRT86
1769 chr1 LAD1
1770 chr2 AFF3
1771 chr18 LAMA3
1772 chr6 LAMA4
1773 chr20 LAMA5
1774 chr1 LAMC1
1775 chr13 LAMP1
1776 chr17 LASP1
1777 chr1 LBR
1778 chr16 LCAT
1779 chr11 LDHA
1780 chr19 LIM2
1781 chr10 ABLIM1
1782 chr7 LIMK1
1783 chr22 LIMK2
1784 chr2 LIMS1
1785 chr10 LIPA
1786 chr15 LIPC
1787 chr19 LIPE
1788 chr11 FADS1
1789 chr17 LLGL2
1790 chr11 FADS3
1791 chr18 LMAN1
1792 chr11 LMO1
1793 chrX PRICKLE3
1794 chr13 LMO7
1795 chr1 LMX1A
1796 chr11 VWA5A
1797 chr15 LOXL1
1798 chr6 LPA
1799 chr3 LPP
1800 chr12 LRMP
1801 chr2 LRP2
1802 chr19 LRP3
1803 chr4 LRPAP1
1804 chr11 LSP1
1805 chr12 LTA4H
1806 chr19 CYP4F3
1807 chr2 LTBP1
1808 chr14 LTBP2
1809 chr5 LTC4S
1810 chr3 LTF
1811 chr19 BCAM
1812 chr12 LUM
1813 chr5 CD180
1814 chr1 TACSTD2
1815 chr2 EPCAM
1816 chr11 CAPRIN1
1817 chr4 MAD2L1
1818 chr4 SMAD1
1819 chr15 SMAD3
1820 chr15 SMAD6
1821 chr18 SMAD7
1822 chr13 SMAD9
1823 chrX MAGEA9
1824 chrX MAGEA12
1825 chrX MAGEB3
1826 chr1 MAGOH
1827 chr2 MAL
1828 chr5 MAP1B
1829 chr11 MAP6
1830 chr14 MARK3
1831 chr2 MAT2A
1832 chr10 MBL2
1833 chr18 MC4R
1834 chr16 CHST6
1835 chr1 MCL1
1836 chr1 CD46
1837 chr1 SMCP
1838 chr7 DNAJB9
1839 chr2 MDH1
1840 chr7 MDH2
1841 chr12 MDM2
1842 chr6 MEA1
1843 chr15 MEF2A
1844 chr2 MEIS1
1845 chr6 MAP3K5
1846 chr19 RAB8A
1847 chr11 MEN1
1848 chr6 MEP1A
1849 chr18 MEP1B
1850 chr7 MEST
1851 chr12 METTL1
1852 chr15 MFAP1
1853 chr5 MFAP3
1854 chr17 MFAP4
1855 chr15 MFGE8
1856 chr11 SCGB2A1
1857 chr14 MGAT2
1858 chr22 MGAT3
1859 chr2 MGAT5
1860 chr11 SCGB2A2
1861 chr14 CTAGE5
1862 chr12 KITLG
1863 chr10 MGMT
1864 chr12 MGP
1865 chr12 MGST1
1866 chr4 MGST2
1867 chr16 CIITA
1868 chr4 CXCL9
1869 chr14 ATXN3
1870 chr10 MKI67
1871 chr11 MAP3K11
1872 chr4 AFF1
1873 chr9 MLLT3
1874 chrX FOXO4
1875 chr4 NR3C2
1876 chr14 ALDH6A1
1877 chr3 CD200
1878 chr2 MYO1B
1879 chrX CITED1
1880 chr7 NUDT1
1881 chr17 TRIM37
1882 chr12 PPP1R12A
1883 chr1 PPP1R12B
1884 chr19 CEACAM6
1885 chr16 NUBP1
1886 chr22 DRG1
1887 chr2 SEPT2
1888 chr6 RPL10A
1889 chr8 TONSL
1890 chr12 CNOT2
1891 chr7 CNOT4
1892 chr12 SLC11A2
1893 chr10 NRAP
1894 chr1 NRAS
1895 chr7 NRCAM
1896 chr7 NRF1
1897 chr14 NRL
1898 chr19 NRTN
1899 chr1 YBX1
1900 chr6 NT5E
1901 chr12 NTF3
1902 chr19 NTF4
1903 chr16 NTHL1
1904 chr1 NTRK1
1905 chr9 NTRK2
1906 chr15 NTRK3
1907 chr16 NTN3
1908 chr1 DDR2
1909 chr12 NTS
1910 chr20 NTSR1
1911 chr11 NUMA1
1912 chr17 NUP88
1913 chr11 NUP98
1914 chr2 NR4A2
1915 chr1 NVL
1916 chrX GPR143
1917 chr12 OAS1
1918 chr12 OAS2
1919 chr12 OAS3
1920 chr10 OAT
1921 chr19 OAZ1
1922 chr15 OAZ2
1923 chr7 OCM2
1924 chrX OCRL
1925 chr2 ODC1
1926 chr8 ODF1
1927 chr9 ODF2
1928 chr9 OMD
1929 chr7 OGDH
1930 chr3 OGG1
1931 chr9 OGN
1932 chr12 OLR1
1933 chr17 OMG
1934 chr11 OMP
1935 chr3 OPA1
1936 chr11 OPCML
1937 chr8 TNFRSF11B
1938 chrX OPHN1
1939 chr8 OPRK1
1940 chr6 OPRM1
1941 chr14 SIX6
1942 chr17 OR1D2
1943 chr16 OR1F1
1944 chr16 OR2C1
1945 chr17 OR3A1
1946 chr17 OR3A2
1947 chr1 ORC1
1948 chr2 ORC2
1949 chr2 ORC4
1950 chr7 ORC5
1951 chr9 ORM1
1952 chr9 ORM2
1953 chr11 OSBP
1954 chrX OTC
1955 chr2 OTX1
1956 chr14 OTX2
1957 chr1 OVGP1
1958 chr11 OVOL1
1959 chr14 OXA1L
1960 chr5 OXCT1
1961 chr20 OXT
1962 chr3 OXTR
1963 chr17 P2RX1
1964 chr11 P2RX3
1965 chr12 P2RX4
1966 chr17 P2RX5
1967 chr12 P2RX7
1968 chr3 P2RY1
1969 chr11 P2RY2
1970 chrX P2RY4
1971 chr11 P2RY6
1972 chr19 P2RY11
1973 chr10 P4HA1
1974 chr12 PA2G4
1975 chr12 PEBP1
1976 chr13 PABPC3
1977 chr15 FURIN
1978 chr15 PCSK6
1979 chr9 PAEP
1980 chr11 PAFAH1B2
1981 chr19 PAFAH1B3
1982 chr1 PAFAH2
1983 chr1 PRDX1
1984 chr12 PAH
1985 chr7 SERPINE1
1986 chr18 SERPINB2
1987 chr11 PAK1
1988 chr19 PALM
1989 chr5 PAM
1990 chr3 CNTN3
1991 chr9 PAPPA
1992 chr6 PARK2
1993 chr12 PAWR
1994 chr20 PAX1
1995 chr10 PAX2
1996 chr2 PAX3
1997 chr7 PAX4
1998 chr9 PDCL
1999 chr14 PAX9
2000 chr1 PBX1
2001 chr10 PCBD1
2002 chr5 PCDHGC3
2003 chr4 PCDH7
2004 chr13 PCDH8
2005 chr13 PCDH9
2006 chr14 SERPINA5
2007 chr20 PCK1
2008 chr14 PCK2
2009 chr8 PCM1
2010 chr6 PCMT1
2011 chr20 PCNA
2012 chr21 PCNT
2013 chr7 PCOLCE
2014 chr16 CHMP1A
2015 chr21 PCP4
2016 chr5 PCSK1
2017 chr9 PCSK5
2018 chrX CDK16
2019 chr12 CDK17
2020 chr3 PCYT1A
2021 chr1 PDC
2022 chr12 PDE3A
2023 chr11 PDE3B
2024 chr19 PDE4A
2025 chr1 PDE4B
2026 chr19 PDE4C
2027 chr5 PDE4D
2028 chr17 PDE6G
2029 chr12 PDE6H
2030 chr8 PDE7A
2031 chr15 PDE8A
2032 chr12 PDE1B
2033 chr7 PDGFA
2034 chr22 PDGFB
2035 chr8 PDGFRL
2036 chr3 PDHB
2037 chr2 PDK1
2038 chr17 PDK2
2039 chr7 PDK4
2040 chr6 ENPP1
2041 chr8 ENPP2
2042 chr6 ENPP3
2043 chr16 PDPK1
2044 chr7 SLC26A4
2045 chr20 PDYN
2046 chr1 PDZK1
2047 chr17 SERPINF1
2048 chr19 PEG3
2049 chr8 PENK
2050 chr19 PEPD
2051 chr17 PER1
2052 chr7 PEX1
2053 chr6 PEX6
2054 chr6 PEX7
2055 chr1 PEX10
2056 chr17 PEX12
2057 chr2 PEX13
2058 chr1 PEX14
2059 chr4 PF4
2060 chr4 PF4V1
2061 chr17 PFAS
2062 chrX CFP
2063 chr5 PFDN1
2064 chr1 PFDN2
2065 chr20 PFDN4
2066 chr18 ATP8B1
2067 chrX PFKFB1
2068 chr1 PFKFB2
2069 chr3 PFKFB4
2070 chr2 VIT
2071 chr10 PFKP
2072 chr17 PFN1
2073 chr3 PFN2
2074 chr7 CDK14
2075 chr11 PGA5
2076 chr10 PGAM1
2077 chr7 PGAM2
2078 chr6 PGC
2079 chr1 PGD
2080 chr14 PGF
2081 chr5 PGGT1B
2082 chrX PGK1
2083 chr6 PGK2
2084 chr1 PGM1
2085 chr6 PGM3
2086 chr9 PGM5
2087 chr11 PGR
2088 chr7 ABCB1
2089 chr7 ABCB4
2090 chr17 PHB
2091 chrX PHEX
2092 chr9 PHF2
2093 chrX PHKA1
2094 chrX PHKA2
2095 chr16 PHKB
2096 chr7 PHKG1
2097 chr10 PHYH
2098 chr20 PI3
2099 chr14 SERPINA4
2100 chr18 SERPINB5
2101 chr6 SERPINB6
2102 chr2 SERPINE2
2103 chr18 SERPINB8
2104 chr6 SERPINB9
2105 chr18 SERPINB10
2106 chr3 SERPINI1
2107 chr18 SERPINB13
2108 chr3 SERPINI2
2109 chr1 PIGC
2110 chr11 PIK3C2A
2111 chr1 PIK3C2B
2112 chr12 PIK3C2G
2113 chr18 PIK3C3
2114 chr3 PIK3CA
2115 chr3 PIK3CB
2116 chr6 PIM1
2117 chr7 PIK3CG
2118 chr19 PIK3R2
2119 chr22 PI4KA
2120 chr1 PI4KB
2121 chr10 PIP4K2A
2122 chr19 FXYD3
2123 chr4 EXOSC9
2124 chr1 EXOSC10
2125 chr1 PRRX1
2126 chr22 SEPT5
2127 chr6 POU3F2
2128 chr15 PPIB
2129 chr5 PPIC
2130 chr4 PPID
2131 chr16 PPL
2132 chr14 PPM1A
2133 chr2 PPM1B
2134 chr2 PPM1G
2135 chr1 PPOX
2136 chr11 PPP1CA
2137 chr2 PPP1CB
2138 chr12 PPP1CC
2139 chr3 PPP1R2
2140 chr10 PPP1R3C
2141 chr2 PPP1R7
2142 chr1 PPP1R8
2143 chr5 PPP2CA
2144 chr8 PPP2CB
2145 chr19 PPP2R1A
2146 chr11 PPP2R1B
2147 chr8 PPP2R2A
2148 chr4 PPP2R2C
2149 chr9 PPP2R4
2150 chr1 PPP2R5A
2151 chr6 PPP2R5D
2152 chr14 PPP2R5E
2153 chr4 PPP3CA
2154 chr16 PPP4C
2155 chr10 PPP3CB
2156 chr8 PPP3CC
2157 chr2 PPP3R1
2158 chr9 PPP3R2
2159 chr19 PPP5C
2160 chr9 PPP6C
2161 chr1 PPT1
2162 chr1 PRCC
2163 chr11 PRCP
2164 chr6 PREP
2165 chr10 SRGN
2166 chr11 PRG2
2167 chr12 PRIM1
2168 chr6 PRIM2
2169 chr19 PRKACA
2170 chr1 PRKACB
2171 chr9 PRKACG
2172 chr12 PRKAG1
2173 chr17 PRKAR1A
2174 chr7 PRKAR1B
2175 chr3 PRKAR2A
2176 chr7 PRKAR2B
2177 chr17 PRKCA
2178 chr16 PRKCB
2179 chr3 PRKCD
2180 chr2 PRKCE
2181 chr19 PRKCG
2182 chr14 PRKCH
2183 chr3 PRKCI
2184 chr14 PRKD1
2185 chr10 PRKCQ
2186 chr19 PRKCSH
2187 chr1 PRKCZ
2188 chr8 PRKDC
2189 chr10 PRKG1
2190 chr4 PRKG2
2191 chr22 MAPK1
2192 chr19 MAP2K2
2193 chr2 EIF2AK2
2194 chr13 DNAJC3
2195 chrX PRKX
2196 chr6 PRL
2197 chr16 PRM2
2198 chr19 PSPN
2199 chr2 PROC
2200 chr3 PROS1
2201 chr1 PROX1
2202 chrX PRRG1
2203 chr7 RELN
2204 chr19 KLK7
2205 chr16 PRSS8
2206 chr19 KLK6
2207 chr19 KLK10
2208 chr10 PSAP
2209 chr10 PSD
2210 chr14 PSEN1
2211 chr1 PSEN2
2212 chr19 PSG1
2213 chr19 PSG2
2214 chr19 PSG3
2215 chr19 PSG5
2216 chr19 PSG6
2217 chr19 PSG9
2218 chr19 PSG11
2219 chr16 PSKH1
2220 chr11 PSMA1
2221 chr7 PSMA2
2222 chr14 PSMA3
2223 chr15 PSMA4
2224 chr1 PSMA5
2225 chr14 PSMA6
2226 chr20 PSMA7
2227 chr6 PSMB1
2228 chr1 PSMB2
2229 chr1 PSMB4
2230 chr14 PSMB5
2231 chr17 PSMB6
2232 chr9 PSMB7
2233 chr17 PYY
2234 chr16 PSMB10
2235 chr14 PSMC1
2236 chr7 PSMC2
2237 chr11 PSMC3
2238 chr19 PSMC4
2239 chr17 PSMC5
2240 chr14 PSMC6
2241 chr2 PSMD1
2242 chr3 PSMD2
2243 chr17 PSMD3
2244 chr1 PSMD4
2245 chr9 PSMD5
2246 chr16 PSMD7
2247 chr19 PSMD8
2248 chr12 PSMD9
2249 chr17 PSMD11
2250 chr14 PSME1
2251 chr14 PSME2
2252 chr7 PSPH
2253 chr1 PTAFR
2254 chr19 PTBP1
2255 chr7 TAS2R38
2256 chr9 PTCH1
2257 chr10 PTEN
2258 chr14 PTGDR
2259 chr19 PTGER1
2260 chr14 PTGER2
2261 chr1 PTGER3
2262 chr5 PTGER4
2263 chr1 PTGFR
2264 chr1 PTGFRN
2265 chr20 PTGIS
2266 chr11 PTH
2267 chr9 PTGS1
2268 chr1 PTGS2
2269 chr12 PTHLH
2270 chr2 PTH2R
2271 chr8 PTK2
2272 chr6 PTK7
2273 chr2 PTMA
2274 chr12 PTMS
2275 chr7 PTN
2276 chr20 PTPN1
2277 chr18 PTPN2
2278 chr9 PTPN3
2279 chr2 PTPN4
2280 chr12 PTPN6
2281 chr1 PTPN7
2282 chr15 PTPN9
2283 chr7 PTPN12
2284 chr4 PTPN13
2285 chr1 PTPN14
2286 chr20 PTPRA
2287 chr12 PTPRB
2288 chr9 PTPRD
2289 chr10 PTPRE
2290 chr1 PTPRF
2291 chr19 PTPRH
2292 chr11 PTPRJ
2293 chr18 PTPRM
2294 chr2 PTPRN
2295 chr7 PTPRN2
2296 chr12 PTPRR
2297 chr19 PTPRS
2298 chr7 PTPRZ1
2299 chr3 PTX3
2300 chr5 RAD1
2301 chr5 PURA
2302 chr7 PURB
2303 chr19 PVR
2304 chr1 PEX19
2305 chr1 ABCD3
2306 chr14 ABCD4
2307 chr12 PXMP2
2308 chr12 PXN
2309 chr12 PEX5
2310 chr17 PYCR1
2311 chr10 ALDH18A1
2312 chr20 PYGB
2313 chr14 PYGL
2314 chr11 PYGM
2315 chr12 PZP
2316 chr3 QARS
2317 chr4 QDPR
2318 chr2 RAB1A
2319 chr8 RAB2A
2320 chr19 RAB3A
2321 chr1 RAB3B
2322 chr11 RAB3IL1
2323 chr1 RAB4A
2324 chr3 RAB5A
2325 chr12 RAB5B
2326 chr11 RAB6A
2327 chr1 RAB13
2328 chr15 RAB27A
2329 chr18 RAB27B
2330 chr14 RABGGTA
2331 chr1 RABGGTB
2332 chr1 RABIF
2333 chr17 RAB5C
2334 chr7 RAC1
2335 chr22 RAC2
2336 chr17 RAC3
2337 chr11 RAD9A
2338 chr8 RAD21
2339 chr9 RAD23B
2340 chr15 RAD51
2341 chr17 RAD51C
2342 chr14 RAD51B
2343 chr17 RAD51D
2344 chr12 RAD52
2345 chr3 RAF1
2346 chr11 RAG1
2347 chr11 RAG2
2348 chr7 RALA
2349 chr2 RALB
2350 chr12 RAN
2351 chr22 RANBP1
2352 chr2 RANBP2
2353 chr22 RANGAP1
2354 chr1 RAP1A
2355 chr12 RAP1B
2356 chr1 RAP1GAP
2357 chr4 RAP1GDS1
2358 chr13 RAP2A
2359 chr3 RAP2B
2360 chr11 RAPSN
2361 chr17 RARA
2362 chr3 RARB
2363 chr3 RARRES1
2364 chr11 RARRES3
2365 chr3 RASA2
2366 chr5 RASGRF2
2367 chr13 RB1
2368 chr14 ARID4A
2369 chr1 RBBP4
2370 chr1 RBBP5
2371 chr16 RBBP6
2372 chr18 RBBP8
2373 chr20 RBL1
2374 chr16 RBL2
2375 chrX RBM3
2376 chr11 RBM4
2377 chr2 RBMS1
2378 chr12 RBMS2
2379 chr3 RBP1
2380 chr3 RBP2
2381 chr11 RCN1
2382 chr15 RCN2
2383 chrX OPN1LW
2384 chr17 RCVRN
2385 chr6 PRPH2
2386 chr11 RDX
2387 chr12 RECQL
2388 chr2 REG1A
2389 chr2 REG1B
2390 chr19 RELB
2391 chrX RENBP
2392 chr19 UPF1
2393 chr11 DPF2
2394 chr4 REST
2395 chr10 RET
2396 chr6 REV3L
2397 chr4 RFC1
2398 chr7 RFC2
2399 chr13 RFC3
2400 chr3 RFC4
2401 chr12 RFC5
2402 chr17 RFNG
2403 chr22 RFPL1
2404 chr19 RFX1
2405 chr19 RFX2
2406 chr9 RFX3
2407 chr12 RFX4
2408 chr13 RFXAP
2409 chr10 RGR
2410 chr1 RGS1
2411 chr1 RGS2
2412 chr10 RGS10
2413 chr4 RGS12
2414 chr1 RGS13
2415 chr1 RGS16
2416 chr6 RHAG
2417 chr1 RHCE
2418 chr1 RHD
2419 chr7 RHEB
2420 chr9 RLN1
2421 chr18 RIT2
2422 chr1 RIT1
2423 chr15 RLBP1
2424 chr1 RLF
2425 chr9 RMRP
2426 chr14 RNASE1
2427 chr14 RNASE2
2428 chr14 RNASE3
2429 chr14 RNASE6
2430 chr1 RNASEL
2431 chr3 SNORA63
2432 chr3 SNORA62
2433 chr1 RNF2
2434 chr13 RNF6
2435 chr1 RNPEP
2436 chr4 ABCE1
2437 chr11 SNORD15A
2438 chr1 SNORD21
2439 chr1 RORC
2440 chr7 RP9
2441 chrX RPGR
2442 chr1 RPA2
2443 chr7 RPA3
2444 chr2 RPE
2445 chr1 RPE65
2446 chr22 RPL3
2447 chr16 RPL3L
2448 chr15 RPL4
2449 chr1 RPL5
2450 chr12 RPL6
2451 chr8 RPL7
2452 chr9 RPL7A
2453 chrX RPL10
2454 chr1 RPL11
2455 chr9 RPL12
2456 chr16 RPL13
2457 chr1 RPL22
2458 chr17 RPL23A
2459 chr3 RPL24
2460 chr17 RPL26
2461 chr17 RPL27
2462 chr8 RPL30
2463 chr19 RPL28
2464 chr3 RPL29
2465 chr2 RPL31
2466 chr3 RPL32
2467 chr4 RPL34
2468 chr3 RPL35A
2469 chr14 RPL36AL
2470 chr5 RPL37
2471 chr2 RPL37A
2472 chr17 RPL38
2473 chrX RPL39
2474 chr12 RPL41
2475 chrX RPL36A
2476 chr20 RPN2
2477 chr16 RPS2
2478 chr11 RPS3
2479 chr4 RPS3A
2480 chrX RPS4X
2481 chrY RPS4Y1
2482 chr19 RPS5
2483 chr9 RPS6
2484 chr1 RPS6KA1
2485 chr6 RPS6KA2
2486 chrX RPS6KA3
2487 chr17 RPS6KB1
2488 chr11 RPS6KB2
2489 chr2 RPS7
2490 chr6 RPS10
2491 chr19 RPS11
2492 chr19 RPS16
2493 chr19 RPS19
2494 chr8 RPS20
2495 chr5 RPS23
2496 chr11 RPS25
2497 chr12 RPS26
2498 chr1 RPS27
2499 chr2 RPS27A
2500 chr19 RPS28
2501 chr14 RPS29
2502 chr19 RRAS
2503 chr6 RREB1
2504 chr11 RRM1
2505 chr2 RRM2
2506 chrX RS1
2507 chr1 RSC1A1
2508 chr12 CLIP1
2509 chr19 RTN2
2510 chr9 RXRA
2511 chr1 RXRG
2512 chr3 RYK
2513 chr19 RYR1
2514 chr1 RYR2
2515 chr15 RYR3
2516 chr1 S100A1
2517 chr1 SORT1
2518 chr1 S100A2
2519 chr1 S100A3
2520 chr1 S100A4
2521 chr1 S100A5
2522 chr1 S100A6
2523 chr1 S100A7
2524 chr1 S100A8
2525 chr1 S100A9
2526 chr1 S100A10
2527 chr1 S100A11
2528 chr1 S100A12
2529 chr1 S100A13
2530 chr21 S100B
2531 chr4 S100P
2532 chr11 SAA1
2533 chr11 SAA4
2534 chr19 SAFB
2535 chr2 SAG
2536 chr16 ACSM3
2537 chr16 SALL1
2538 chr1 SARS
2539 chr12 TSPAN31
2540 chrX SAT1
2541 chr3 SATB1
2542 chr22 SBF1
2543 chr6 ATXN1
2544 chr12 ATXN2
2545 chr3 ATXN7
2546 chr13 ATXN8OS
2547 chr18 SERPINB3
2548 chr18 SERPINB4
2549 chr19 CLEC11A
2550 chr2 SCN1A
2551 chr2 SCN2A
2552 chr11 SCN2B
2553 chr2 SCN3A
2554 chr11 SCN4B
2555 chr3 SCN5A
2556 chr2 SCN7A
2557 chr12 SCN8A
2558 chr3 SCN10A
2559 chr12 SCNN1A
2560 chr16 SCNN1B
2561 chr1 SCNN1D
2562 chr17 SCO1
2563 chr1 SCP2
2564 chr2 SCTR
2565 chr16 SRL
2566 chr16 CCL17
2567 chr2 CCL20
2568 chr9 CCL21
2569 chr16 CCL22
2570 chr7 CCL24
2571 chr19 CCL25
2572 chr4 CXCL6
2573 chr4 CXCL11
2574 chr1 XCL1
2575 chr16 CX3CL1
2576 chr2 SDC1
2577 chr8 SDC2
2578 chr20 SDC4
2579 chr8 SDCBP
2580 chr10 CXCL12
2581 chr17 SDF2
2582 chr5 SDHA
2583 chr1 SDHB
2584 chr1 SDHC
2585 chr11 SDHD
2586 chr3 SEC13
2587 chr17 SEC14L1
2588 chr17 SECTM1
2589 chrX TRAPPC2
2590 chr14 SEL1L
2591 chr1 SELE
2592 chr1 SELL
2593 chr1 SELP
2594 chr12 SELPLG
2595 chr3 SEMA3F
2596 chr20 SEMG1
2597 chr5 SEPP1
2598 chr19 SEPW1
2599 chr9 SET
2600 chr3 SETMAR
2601 chr1 SFPQ
2602 chr7 SFRP4
2603 chr10 SFRP5
2604 chr17 SRSF1
2605 chr17 SRSF2
2606 chr6 SRSF3
2607 chr14 SRSF5
2608 chr20 SRSF6
2609 chr2 SRSF7
2610 chr12 SFSWAP
2611 chr3 TRA2B
2612 chr2 SFTPB
2613 chr8 SFTPC
2614 chr10 SFTPD
2615 chr17 SGCA
2616 chr4 SGCB
2617 chr5 SGCD
2618 chr6 SGK1
2619 chr17 SGSH
2620 chr19 SGTA
2621 chr21 SH3BGR
2622 chrX SH3BGRL
2623 chr4 SH3BP2
2624 chr21 ITSN1
2625 chr9 SHB
2626 chr17 SHBG
2627 chr1 SHC1
2628 chr7 SHH
2629 chr17 SHMT1
2630 chr12 SHMT2
2631 chr3 SHOX2
2632 chr3 SI
2633 chr16 SIAH1
2634 chr3 SIAH2
2635 chr3 ST6GAL1
2636 chr12 ST8SIA1
2637 chr6 SIM1
2638 chr21 SIM2
2639 chr11 SIPA1
2640 chr14 SIX1
2641 chr2 SIX3
2642 chr5 SKP1
2643 chr5 SKP2
2644 chr8 SLA
2645 chr1 SLAMF1
2646 chr9 SLC1A1
2647 chr5 SLC1A3
2648 chr2 SLC1A4
2649 chr19 SLC1A6
2650 chr1 SLC1A7
2651 chr1 SLC2A1
2652 chr3 SLC2A2
2653 chr12 SLC2A3
2654 chr17 SLC2A4
2655 chr1 SLC2A5
2656 chr17 SLC4A1
2657 chr16 SLC5A2
2658 chr22 SMTN
2659 chr21 SLC5A3
2660 chr19 SLC5A5
2661 chr16 SLC6A2
2662 chr17 SLC6A4
2663 chr3 SLC6A6
2664 chr5 SLC6A7
2665 chrX SLC6A8
2666 chr3 SLC6A11
2667 chr12 SLC6A12
2668 chr12 SLC6A13
2669 chr13 SLC7A1
2670 chr19 SLC8A2
2671 chr22 SLC7A4
2672 chr2 SLC8A1
2673 chr14 SLC8A3
2674 chr1 SLC9A1
2675 chr2 SLC9A2
2676 chr5 SLC9A3
2677 chr16 SLC9A5
2678 chr14 SLC10A1
2679 chr13 SLC10A2
2680 chr2 SLC11A1
2681 chr15 SLC12A1
2682 chr5 SLC12A2
2683 chr16 SLC12A3
2684 chr16 SLC12A4
2685 chr7 SLC13A1
2686 chr13 SLC15A1
2687 chr3 SLC15A2
2688 chr1 SLC16A1
2689 chr5 SLC34A1
2690 chr8 SLC18A1
2691 chr10 SLC18A2
2692 chr10 SLC18A3
2693 chr21 SLC19A1
2694 chr2 SLC20A1
2695 chr8 SLC20A2
2696 chr22 SLC25A1
2697 chr3 SLCO2A1
2698 chr12 SLCO1A2
2699 chr6 SLC22A1
2700 chr6 SLC22A3
2701 chr6 SLC22A2
2702 chr5 SLC22A4
2703 chr5 SLC22A5
2704 chr10 SLIT1
2705 chr5 SLIT3
2706 chr11 SLN
2707 chr20 SLPI
2708 chr8 SNAI2
2709 chrX SMARCA1
2710 chr9 SMARCA2
2711 chr19 SMARCA4
2712 chr3 SMARCC1
2713 chr12 SMARCC2
2714 chr12 SMARCD1
2715 chr7 SMARCD3
2716 chr17 SMARCE1
2717 chr11 SMPD1
2718 chr6 SMPD2
2719 chrX SMS
2720 chr21 SUMO3
2721 chr17 SUMO2
2722 chr20 SIGLEC1
2723 chr20 SNAI1
2724 chr20 SNAP25
2725 chr14 SNAPC1
2726 chr19 SNAPC2
2727 chr9 SNAPC3
2728 chr5 SNCB
2729 chr9 SNAPC4
2730 chr4 SNCA
2731 chr7 FSCN1
2732 chr19 SNRNP70
2733 chr19 SNRPA
2734 chr15 SNRPA1
2735 chr6 SNRPC
2736 chr18 SNRPD1
2737 chr19 SNRPD2
2738 chr1 SNRPE
2739 chr12 SNRPF
2740 chr15 SNRPN
2741 chr20 SNTA1
2742 chr8 SNTB1
2743 chr5 SNX2
2744 chr16 SNTB2
2745 chr21 SOD1
2746 chr6 SOD2
2747 chr4 SOD3
2748 chr21 SON
2749 chr15 SORD
2750 chr11 SORL1
2751 chr2 SOS1
2752 chr14 SOS2
2753 chr13 SOX1
2754 chr3 SOX2
2755 chrX SOX3
2756 chr6 SOX4
2757 chr12 SOX5
2758 chr17 SOX9
2759 chr22 SOX10
2760 chr2 SOX11
2761 chr20 SOX12
2762 chr12 SP1
2763 chr17 SP2
2764 chr2 SP3
2765 chr7 SP4
2766 chr2 SP100
2767 chr20 SPAG4
2768 chr7 SPAM1
2769 chr5 SPARC
2770 chr2 SPAST
2771 chr16 SPG7
2772 chr11 SPI1
2773 chr19 SPIB
2774 chr5 SPINK1
2775 chr4 SPINK2
2776 chr15 SPINT1
2777 chr16 SPN
2778 chr5 SPOCK1
2779 chr4 SPP1
2780 chr2 SPR
2781 chr1 SPRR1B
2782 chr1 SPRR2A
2783 chr1 SPRR2D
2784 chr1 SPRR2E
2785 chr1 SPRR2F
2786 chr1 SPRR2G
2787 chr1 SPRR3
2788 chr1 SPTA1
2789 chr9 SPTAN1
2790 chr14 SPTB
2791 chr8 SQLE
2792 chr5 SRD5A1
2793 chr2 SRD5A2
2794 chr17 SREBF1
2795 chr22 SREBF2
2796 chr6 SRF
2797 chr20 SRMS
2798 chr1 SRP9
2799 chr15 SRP14
2800 chr5 SRP19
2801 chr17 SRP68
2802 chr7 SRPK2
2803 chrY SRY
2804 chr11 TRIM21
2805 chr1 TROVE2
2806 chr2 SSFA2
2807 chr6 SSR1
2808 chr1 SSR2
2809 chr3 SSR3
2810 chr11 SSRP1
2811 chr14 SSTR1
2812 chr17 SSTR2
2813 chr22 SSTR3
2814 chrX SSX5
2815 chr18 SS18
2816 chr11 ST5
2817 chr11 ST14
2818 chr3 STAC
2819 chr8 STAR
2820 chr2 STAT1
2821 chr12 STAT2
2822 chr17 STAT3
2823 chr2 STAT4
2824 chr17 STAT5A
2825 chr17 STAT5B
2826 chr12 STAT6
2827 chr4 STATH
2828 chr21 HSPA13
2829 chr4 SULT1E1
2830 chr6 ELOVL4
2831 chr20 STK4
2832 chr20 AURKA
2833 chrX CDKL5
2834 chr5 STK10
2835 chr19 STK11
2836 chr19 AURKC
2837 chr16 SULT1A2
2838 chr2 STRN
2839 chr9 STXBP1
2840 chr19 STXBP2
2841 chr1 STXBP3
2842 chr14 STYX
2843 chr16 SULT1A1
2844 chr16 SULT1A3
2845 chr2 SULT1C2
2846 chr19 SULT2B1
2847 chr12 SUOX
2848 chr19 SULT2A1
2849 chr17 SUPT4H1
2850 chr17 SUPT6H
2851 chr10 SUPV3L1
2852 chr11 ABCC8
2853 chr9 SURF1
2854 chr9 SURF2
2855 chr9 SURF4
2856 chr9 SURF6
2857 chrX SUV39H1
2858 chr10 SVIL
2859 chr17 VAMP2
2860 chr1 XCL2
2861 chr9 SYK
2862 chrX SYN1
2863 chrX SYP
2864 chr7 SYPL1
2865 chr12 SYT1
2866 chr18 SYT4
2867 chr19 SYT5
2868 chr6 T
2869 chr10 TACR2
2870 chr12 TAC3
2871 chr8 TACC1
2872 chr2 ADAM17
2873 chr4 TACR3
2874 chr8 TAF2
2875 chr18 TAF4B
2876 chr11 TAGLN
2877 chr10 TAF5
2878 chr7 TAF6
2879 chr5 TAF7
2880 chr11 TAF10
2881 chr1 TAF13
2882 chr1 TAL1
2883 chr9 TAL2
2884 chr1 TARBP1
2885 chr12 TARBP2
2886 chr5 TARS
2887 chr16 TAT
2888 chr1 CNTN2
2889 chrX TAZ
2890 chr5 TBCA
2891 chr17 TBCD
2892 chr1 TBCE
2893 chrX TBL1X
2894 chr6 TBP
2895 chr19 TBXA2R
2896 chr1 TCEA3
2897 chr12 HNF1A
2898 chr10 ZEB1
2899 chr2 GCFC2
2900 chr5 ZNF354A
2901 chr1 VPS72
2902 chrX DYNLT3
2903 chr6 DYNLT1
2904 chr19 PRDX2
2905 chr6 TEAD3
2906 chr9 TEK
2907 chr5 NR2F1
2908 chr15 NR2F2
2909 chr8 KLF10
2910 chr17 TIMP2
2911 chr19 ICAM5
2912 chr6 NR2E1
2913 chrX TSPAN7
2914 chr1 GPR137B
2915 chr21 TRAPPC10
2916 chr3 TMF1
2917 chr9 TMOD1
2918 chr12 TMPO
2919 chr21 TMPRSS2
2920 chr3 CLEC3B
2921 chr20 TNNC2
2922 chr14 TNFAIP2
2923 chr6 TNFAIP3
2924 chr2 TNFAIP6
2925 chr12 TNFRSF1A
2926 chr1 TNFRSF1B
2927 chr3 TNNC1
2928 chr1 TNNI1
2929 chr11 TNNI2
2930 chr19 TNNI3
2931 chr19 TNNT1
2932 chr1 TNNT2
2933 chr16 TNP2
2934 chr2 TNS1
2935 chr20 TOP1
2936 chr17 TOP2A
2937 chr3 TOP2B
2938 chr17 TOP3A
2939 chr1 TP73
2940 chr6 TPBG
2941 chr8 TPD52
2942 chr6 TPD52L1
2943 chr20 TPD52L2
2944 chr9 TPM2
2945 chr6 TPMT
2946 chr2 TPO
2947 chr1 TPR
2948 chr16 TPSAB1
2949 chr13 TPT1
2950 chr21 TPTE
2951 chr6 CRISP2
2952 chr12 NR2C1
2953 chr3 NR2C2
2954 chr12 HSP90B1
2955 chr9 TRAF1
2956 chr9 TRAF2
2957 chr1 TRAF5
2958 chr11 TRAF6
2959 chr3 TRH
2960 chr8 TRHR
2961 chr1 CCT3
2962 chr5 TRIO
2963 chr7 TRIP6
2964 chrX TRO
2965 chr3 TRPC1
2966 chr4 TRPC3
2967 chr13 TRPC4
2968 chrX TRPC5
2969 chr11 TRPC6
2970 chr21 TRPM2
2971 chr8 TRPS1
2972 chr2 TSN
2973 chr9 TSC1
2974 chr16 TSC2
2975 chr11 TSG101
2976 chr1 TSHB
2977 chr14 TSHR
2978 chrY TSPY1
2979 chr2 TSSC1
2980 chr22 TST
2981 chr5 TTC1
2982 chr17 DNAJC7
2983 chr21 TTC3
2984 chr1 TTC4
2985 chr9 TTF1
2986 chr6 TTK
2987 chr2 TTN
2988 chr11 TUB
2989 chr2 TUBA4A
2990 chr13 TUBA3C
2991 chr17 TUBG1
2992 chr16 TUFM
2993 chr1 TUFT1
2994 chr6 TULP1
2995 chr19 TULP2
2996 chr12 TULP3
2997 chr22 HIRA
2998 chr7 TWIST1
2999 chr1 TNFSF4
3000 chr1 TNFRSF4
3001 chr9 TXN
3002 chr19 TYK2
3003 chr18 TYMS
3004 chr11 TYR
3005 chr15 TYRO3
3006 chr9 TYRP1
3007 chr21 U2AF1
3008 chr17 UBB
3009 chr3 UBA7
3010 chr10 UBE2D1
3011 chr5 UBE2D2
3012 chr3 UBE2E2
3013 chr7 UBE2H
3014 chr22 UBE2L3
3015 chr12 UBE2N
3016 chr20 UBE2V1
3017 chr8 UBE2V2
3018 chr15 UBE3A
3019 chr2 SUMO1
3020 chr17 UBTF
3021 chr3 UPK1B
3022 chr2 UCN
3023 chr4 UCP1
3024 chr22 UFD1L
3025 chr11 SCGB1A1
3026 chr4 UGDH
3027 chr2 UGP2
3028 chr4 UGT2B4
3029 chr4 UGT2B7
3030 chr4 UGT2B17
3031 chr4 UGT8
3032 chr8 COL14A1
3033 chr12 UNG
3034 chr3 USP4
3035 chr19 NR1H2
3036 chr7 UPP1
3037 chr11 UPK2
3038 chr22 UPK3A
3039 chr8 UQCRB
3040 chr16 UQCRC2
3041 chr19 UQCRFS1
3042 chr1 UQCRH
3043 chr10 UROS
3044 chr1 USF1
3045 chr19 USF2
3046 chr1 USH2A
3047 chr3 CLRN1
3048 chrX KDM6A
3049 chrY UTY
3050 chr11 UVRAG
3051 chr19 VAV1
3052 chr9 VAV2
3053 chrX VBP1
3054 chr1 VCAM1
3055 chr10 VCL
3056 chr5 VDAC1
3057 chr10 VDAC2
3058 chr12 VDR
3059 chr6 VEGFA
3060 chr11 VEGFB
3061 chr4 VEGFC
3062 chr2 VIL1
3063 chr6 EZR
3064 chr10 VIM
3065 chr6 VIP
3066 chr3 VIPR1
3067 chr7 VIPR2
3068 chr11 BEST1
3069 chr22 VPREB1
3070 chr17 TRPV1
3071 chr14 VRK1
3072 chr2 VRK2
3073 chr17 VTN
3074 chr14 WARS
3075 chrX WAS
3076 chr7 ZAN
3077 chr7 EIF4H
3078 chr7 CLIP2
3079 chr7 LAT2
3080 chr9 CORO2A
3081 chr11 WEE1
3082 chr4 WFS1
3083 chr4 WHSC1
3084 chr7 WNT2
3085 chr12 WNT10B
3086 chr11 WNT11
3087 chr1 WNT2B
3088 chr21 WRB
3089 chr8 WRN
3090 chr22 XBP1
3091 chrX XG
3092 chrX XIST
3093 chrX XK
3094 chr9 XPA
3095 chr3 XPC
3096 chr10 XPNPEP1
3097 chrX XPNPEP2
3098 chr2 XPO1
3099 chr19 XRCC1
3100 chr7 XRCC2
3101 chr5 XRCC4
3102 chr2 XRCC5
3103 chr14 YY1
3104 chr7 YWHAG
3105 chr22 YWHAH
3106 chr8 YWHAZ
3107 chr2 ZAP70
3108 chr19 ZFP36
3109 chr9 ZFP37
3110 chr11 ZFPL1
3111 chrX ZFX
3112 chrY ZFY
3113 chr3 ZIC1
3114 chr13 ZIC2
3115 chrX ZIC3
3116 chr7 ZNF3
3117 chrX ZNF711
3118 chr8 ZNF7
3119 chr19 ZNF8
3120 chr3 CNBP
3121 chr19 ZNF14
3122 chr19 ZNF708
3123 chr8 ZNF16
3124 chr19 ZNF17
3125 chr17 ZNF18
3126 chr19 ZNF20
3127 chr10 ZNF22
3128 chr16 ZNF23
3129 chr18 ZNF24
3130 chr12 ZNF26
3131 chr19 ZNF28
3132 chr1 ZSCAN20
3133 chr10 ZNF32
3134 chr10 ZNF33A
3135 chr10 ZNF33B
3136 chr3 ZNF35
3137 chr7 ZKSCAN1
3138 chr7 ZSCAN21
3139 chrX ZNF41
3140 chr19 ZNF45
3141 chr14 ZBTB25
3142 chr19 ZNF69
3143 chr22 ZNF70
3144 chr22 ZNF74
3145 chr16 ZNF75A
3146 chr6 ZNF76
3147 chr9 ZNF79
3148 chr3 ZNF80
3149 chr12 ZNF84
3150 chr19 ZNF221
3151 chr19 ZNF90
3152 chr19 ZNF91
3153 chr19 ZNF99
3154 chr1 ZNF124
3155 chr5 ZNF131
3156 chr19 ZNF132
3157 chr20 ZNF133
3158 chr19 ZNF134
3159 chr19 ZNF135
3160 chr19 ZNF136
3161 chr7 ZNF138
3162 chr12 ZNF140
3163 chr4 ZNF141
3164 chr2 ZNF142
3165 chr11 ZNF143
3166 chr11 ZBTB16
3167 chr19 ZNF146
3168 chr17 TRIM25
3169 chr3 ZNF148
3170 chr1 ZBTB17
3171 chr19 ZNF154
3172 chr19 ZNF155
3173 chrX ZNF157
3174 chr17 VEZF1
3175 chr6 ZNF165
3176 chr16 ZNF174
3177 chr19 ZNF175
3178 chr19 ZNF177
3179 chr17 RNF112
3180 chr19 ZNF180
3181 chrX RNF113A
3182 chr6 ZNF184
3183 chrX ZNF185
3184 chr9 ZNF189
3185 chr16 ZNF200
3186 chr11 ZNF202
3187 chr17 ZNF207
3188 chr19 ZNF208
3189 chr16 ZNF213
3190 chr11 ZNF214
3191 chr9 ZFAND5
3192 chr19 ZNF223
3193 chr19 ZNF224
3194 chr19 ZNF225
3195 chr19 ZNF226
3196 chr19 ZNF227
3197 chr19 ZNF229
3198 chr19 ZNF230
3199 chr17 ZNF232
3200 chr1 SLC30A1
3201 chr1 SLC30A2
3202 chr2 SLC30A3
3203 chr15 SLC30A4
3204 chr16 ZP2
3205 chr7 ZP3
3206 chrX ZXDA
3207 chr1 PRDM2
3208 chr1 DNALI1
3209 chr6 PTP4A1
3210 chr1 LRP8
3211 chr1 LAPTM5
3212 chr1 BSND
3213 chr1 CSDE1
3214 chr2 PXDN
3215 chr2 ALMS1
3216 chr2 RNF103
3217 chr12 TUBA1A
3218 chr2 IL1R2
3219 chr2 CXCR4
3220 chr2 FZD5
3221 chr2 SCG2
3222 chr3 BRPF1
3223 chr3 IFRD2
3224 chr3 SEMA3B
3225 chr3 SLMAP
3226 chr3 MANF
3227 chr16 USP7
3228 chr3 RAB7A
3229 chr3 KCNAB1
3230 chr5 REEP5
3231 chr6 EPM2A
3232 chr7 AIMP2
3233 chr7 MAFK
3234 chr8 FZD3
3235 chr7 SHFM1
3236 chr7 ST7
3237 chr7 ARHGEF5
3238 chr7 ZNF212
3239 chr8 TUSC3
3240 chr8 PSCA
3241 chr4 GLRA3
3242 chr9 BRD3
3243 chr9 NUP214
3244 chr10 STAM
3245 chr10 CUBN
3246 chr10 CCDC6
3247 chr10 SLC25A16
3248 chr10 ADAM12
3249 chr11 CSRP3
3250 chr11 PDHX
3251 chr11 CUL5
3252 chr12 FGF23
3253 chr12 USP5
3254 chr12 AAAS
3255 chr12 HMGA2
3256 chr12 CDK2AP1
3257 chr13 IFT88
3258 chr15 AP3B2
3259 chr15 ANP32A
3260 chr16 GAN
3261 chr16 SLC7A5
3262 chr17 RND2
3263 chr17 COIL
3264 chr18 SLC14A2
3265 chr19 MADCAM1
3266 chr19 SF3A2
3267 chr19 ELL
3268 chr10 ZNF239
3269 chr19 SYMPK
3270 chr19 MIA
3271 chr19 CLPP
3272 chr19 DPF1
3273 chr20 GDF5
3274 chr21 NRIP1
3275 chr21 CHAF1B
3276 chr22 CLTCL1
3277 chr22 SYN3
3278 chrX USP11
3279 chrX USP9X
3280 chrX RBM10
3281 chrX KDM5C
3282 chrX SMC1A
3283 chrX UBL4A
3284 chrX TMEM187
3285 chrX SLC10A3
3286 chrY KDM5D
3287 chrY USP9Y
3288 chr17 EPX
3289 chr1 ARID1A
3290 chr2 DYSF
3291 chr6 HIST1H4I
3292 chr12 KLRC4
3293 chr16 SNN
3294 chr3 ACOX2
3295 chr4 ACOX3
3296 chr17 AXIN2
3297 chr3 BAP1
3298 chr1 CDC7
3299 chr22 CDC45
3300 chr3 EOMES
3301 chr11 FZD4
3302 chr8 FZD6
3303 chr2 FZD7
3304 chr10 FZD8
3305 chr7 FZD9
3306 chr9 GFI1B
3307 chr6 HIST1H2AK
3308 chr6 HIST1H2AJ
3309 chr1 HIST2H2AC
3310 chr6 HIST1H2BG
3311 chr6 HIST1H2BL
3312 chr6 HIST1H2BN
3313 chr6 HIST1H2BM
3314 chr6 HIST1H2BF
3315 chr6 HIST1H2BH
3316 chr6 HIST1H2BI
3317 chr6 HIST1H2BO
3318 chr1 HIST2H2BE
3319 chr6 HIST1H3A
3320 chr6 HIST1H3C
3321 chr6 HIST1H3E
3322 chr6 HIST1H3I
3323 chr6 HIST1H3J
3324 chr6 HIST1H3H
3325 chr6 HIST1H3B
3326 chr6 HIST1H4A
3327 chr6 HIST1H4D
3328 chr6 HIST1H4F
3329 chr6 HIST1H4K
3330 chr6 HIST1H4J
3331 chr6 HIST1H4C
3332 chr6 HIST1H4B
3333 chr6 HIST1H4E
3334 chr6 HIST1H4L
3335 chr6 HIST1H4G
3336 chr3 HYAL3
3337 chr17 OR1A1
3338 chr17 OR1D5
3339 chr17 OR1E1
3340 chr17 OR1E2
3341 chr17 OR1G1
3342 chr17 OR3A3
3343 chr9 PIP5K1B
3344 chr3 SOX14
3345 chr4 SPARCL1
3346 chrX SRPX
3347 chr1 TAGLN2
3348 chrX UXT
3349 chr12 EEA1
3350 chr1 BCAR3
3351 chr3 BFSP2
3352 chr11 BBOX1
3353 chr19 LTBP4
3354 chr7 ZNF282
3355 chr13 STK24
3356 chr1 NR0B2
3357 chr10 UTF1
3358 chr9 RECK
3359 chr12 SOAT2
3360 chr2 SDPR
3361 chr8 NSMAF
3362 chr12 DYRK2
3363 chr2 DUSP11
3364 chr16 DOC2A
3365 chrX CUL4B
3366 chr13 CUL4A
3367 chr2 CUL3
3368 chr10 CUL2
3369 chr7 CUL1
3370 chr20 ATRN
3371 chr17 FOXN1
3372 chr1 TTF2
3373 chr22 TPST2
3374 chr7 TPST1
3375 chr2 KLF11
3376 chr4 SMARCA5
3377 chr7 FKBP6
3378 chr4 SORBS2
3379 chrX IRS4
3380 chrX OGT
3381 chr1 CDC42BPA
3382 chr16 HIRIP3
3383 chrX OFD1
3384 chr15 SEMA7A
3385 chr15 CILP
3386 chr22 GALR3
3387 chr17 PPM1D
3388 chr19 RANBP3
3389 chr1 PIK3R3
3390 chr10 PARG
3391 chr17 CNTNAP1
3392 chr1 KCNAB2
3393 chr10 ITGA8
3394 chrX IKBKG
3395 chr9 IKBKAP
3396 chr2 HAT1
3397 chr17 GAS7
3398 chr17 DGKE
3399 chr6 DDO
3400 chr17 COPS3
3401 chr17 CBX4
3402 chr3 CAMK1
3403 chr20 BCAS1
3404 chr11 API5
3405 chr2 AGPS
3406 chr1 LMO4
3407 chrX PIR
3408 chr5 AP3B1
3409 chr1 FCN3
3410 chr1 BLZF1
3411 chr12 MAPKAPK5
3412 chrX INE2
3413 chrX INE1
3414 chr3 BHLHE40
3415 chr9 CDC14B
3416 chr1 CDC14A
3417 chr16 CDK10
3418 chr10 PRPF18
3419 chr12 DENR
3420 chr21 PDXK
3421 chr11 MADD
3422 chr21 RRP1
3423 chr19 KHSRP
3424 chrX CASK
3425 chr2 PRKRA
3426 chr2 STK16
3427 chr11 OR6A2
3428 chr13 TNFSF11
3429 chr8 RGS20
3430 chr3 RUVBL1
3431 chr12 RDH16
3432 chr2 KLF7
3433 chr4 USO1
3434 chr3 CADPS
3435 chr7 CDK13
3436 chr19 RFXANK
3437 chr3 TP63
3438 chr8 JRK
3439 chr12 HSD17B6
3440 chr17 DNAH17
3441 chr4 UNC5C
3442 chr6 RNASET2
3443 chr9 SSNA1
3444 chr5 EIF4EBP3
3445 chr12 OASL
3446 chr17 AOC3
3447 chr5 PCDHGB4
3448 chr11 DCHS1
3449 chr1 PTCH2
3450 chr10 AKR1C3
3451 chr6 KCNK5
3452 chr3 CHRD
3453 chr4 LAMTOR3
3454 chr14 NUMB
3455 chrY DDX3Y
3456 chr4 PDE5A
3457 chr12 DYNLL1
3458 chr8 TNKS
3459 chr1 ALDH4A1
3460 chr10 EIF3A
3461 chr7 EIF3B
3462 chr22 EIF3D
3463 chr11 EIF3F
3464 chr19 EIF3G
3465 chr15 EIF3J
3466 chr4 SLC4A4
3467 chr1 EIF4G3
3468 chr2 VAMP8
3469 chr1 VAMP4
3470 chr20 STX16
3471 chr6 STX11
3472 chr19 STX10
3473 chr17 BECN1
3474 chr15 JMJD7-PLA2G4B
3475 chr12 SRSF9
3476 chr17 KRT38
3477 chr17 KRT37
3478 chr17 KRT36
3479 chr11 JRKL
3480 chr3 HYAL2
3481 chr12 GALNT4
3482 chr8 DGAT1
3483 chr5 CDC23
3484 chr19 S1PR4
3485 chr7 DNAH11
3486 chr3 B4GALT4
3487 chr1 B4GALT3
3488 chr1 B4GALT2
3489 chr1 B3GALT2
3490 chr18 SERPINB7
3491 chr17 TNK1
3492 chrX PAGE1
3493 chr17 ABCC3
3494 chr16 TRADD
3495 chr9 EDF1
3496 chr11 CTSF
3497 chr19 URI1
3498 chr11 EED
3499 chr9 CTNNAL1
3500 chr5 ADAM19
3501 chr6 RNGTT
3502 chr8 GPAA1
3503 chr6 RIPK1
3504 chr12 CRADD
3505 chr12 HRK
3506 chr19 TNFSF14
3507 chr17 TNFSF13
3508 chr17 TNFSF12
3509 chr3 TNFSF10
3510 chr19 TNFSF9
3511 chr2 ADAM23
3512 chr1 ADAM15
3513 chr8 ADAM9
3514 chr1 PABPC4
3515 chr6 CD164
3516 chr15 RAB11A
3517 chr8 RIPK2
3518 chr20 TNFRSF6B
3519 chr15 SNAP23
3520 chr19 SIGLEC5
3521 chr18 RIOK3
3522 chr1 TNFRSF18
3523 chr16 RGS11
3524 chr17 RGS9
3525 chr14 DLK1
3526 chr8 TNFRSF10D
3527 chr8 TNFRSF10C
3528 chr8 TNFRSF10B
3529 chr13 SCEL
3530 chr8 TNFRSF10A
3531 chr12 DYRK4
3532 chr1 PEX11B
3533 chr15 PEX11A
3534 chr3 SUCLG2
3535 chr2 SUCLG1
3536 chr13 SUCLA2
3537 chr1 CREG1
3538 chr7 TRIM24
3539 chr2 IL18RAP
3540 chr2 IL1RL2
3541 chr2 IL18R1
3542 chr14 CCNK
3543 chr20 DPM1
3544 chr14 CDKL1
3545 chr11 BANF1
3546 chr14 DCAF5
3547 chr5 FGF18
3548 chr9 DPM2
3549 chr4 SAP30
3550 chr3 HESX1
3551 chrX FGF16
3552 chr16 CES2
3553 chr12 LIN7A
3554 chr15 IQGAP1
3555 chr2 NRP2
3556 chr10 NRP1
3557 chr1 CD84
3558 chr17 TMEM11
3559 chr8 GGH
3560 chr2 CFLAR
3561 chr6 WISP3
3562 chr20 WISP2
3563 chr8 WISP1
3564 chr5 HDAC3
3565 chr4 PROM1
3566 chr12 HCAR3
3567 chr17 KSR1
3568 chr14 ALKBH1
3569 chr13 TSC22D1
3570 chr3 KAT2B
3571 chrX AKAP4
3572 chr2 ASAP2
3573 chr15 ALDH1A2
3574 chr3 NR1I2
3575 chr19 FCGBP
3576 chr13 PROZ
3577 chr1 PER3
3578 chr21 SYNJ1
3579 chr2 ST3GAL5
3580 chr10 CDC123
3581 chr13 ARHGEF7
3582 chr6 VNN2
3583 chr6 VNN1
3584 chr17 SPHK1
3585 chr10 SGPL1
3586 chr1 FUBP1
3587 chr13 CDC16
3588 chr2 SLC5A6
3589 chr7 TAX1BP1
3590 chr2 EIF2B4
3591 chr1 EIF2B3
3592 chr14 EIF2B2
3593 chr3 EIF2B5
3594 chr20 EIF2S2
3595 chr7 BUD31
3596 chr22 MTMR3
3597 chr6 PRPF4B
3598 chr20 CPNE1
3599 chrX AP1S2
3600 chr19 AP1M1
3601 chr7 SGCE
3602 chr16 CACNA1H
3603 chr12 TIMELESS
3604 chr1 BCL10
3605 chr15 HERC2
3606 chr3 BSN
3607 chr4 PHOX2B
3608 chrX FAM127A
3609 chr6 WASF1
3610 chr16 BAIAP3
3611 chr9 FUBP3
3612 chr22 TOP3B
3613 chr2 CDK5R2
3614 chr2 KYNU
3615 chr19 AP3D1
3616 chr4 SNORD73A
3617 chr10 BTRC
3618 chr6 HIST1H3F
3619 chr6 HIST1H2BJ
3620 chr3 H1FX
3621 chr7 MGAM
3622 chr8 CHRNA6
3623 chr5 P4HA2
3624 chr3 USP13
3625 chr7 WASL
3626 chr11 RPS6KA4
3627 chr4 STBD1
3628 chr8 TRPA1
3629 chr1 SELENBP1
3630 chr5 ATP6V0E1
3631 chr19 PGLYRP1
3632 chr3 LIMD1
3633 chr1 TNFSF18
3634 chr4 CDKL2
3635 chr17 HAP1
3636 chr16 TAF1C
3637 chr2 TAF1B
3638 chr1 TAF1A
3639 chr17 SOCS3
3640 chr9 CLIC3
3641 chr10 CH25H
3642 chr6 RNF8
3643 chr16 RHBDL1
3644 chr7 BAZ1B
3645 chr17 TM4SF5
3646 chr5 SEMA5A
3647 chr6 TAAR5
3648 chr3 UBA3
3649 chr19 UBE2M
3650 chr10 BTAF1
3651 chr3 RPL14
3652 chr8 DOK2
3653 chr11 AIP
3654 chr18 PSTPIP2
3655 chr15 PSTPIP1
3656 chr15 PRC1
3657 chr14 SLC7A7
3658 chr17 SLC13A2
3659 chr10 PAPSS2
3660 chr4 PAPSS1
3661 chr11 SYT7
3662 chr1 ANGPTL1
3663 chr7 CLDN12
3664 chr21 CLDN8
3665 chr16 CLDN6
3666 chr3 CLDN1
3667 chr1 DIRAS3
3668 chrY EIF1AY
3669 chr17 UNC119
3670 chr18 USP14
3671 chr17 USP6
3672 chr11 USP2
3673 chr15 USP8
3674 chrX RGN
3675 chr6 LATS1
3676 chr16 ATP6V0D1
3677 chr3 SEC22C
3678 chr10 INA
3679 chr12 KRT75
3680 chr17 SLC16A6
3681 chr17 SLC16A5
3682 chr1 SLC16A4
3683 chr10 PDLIM1
3684 chr2 RQCD1
3685 chr10 SMC3
3686 chr1 PRPF3
3687 chrX FAM50A
3688 chrX AIFM1
3689 chr1 KCNQ4
3690 chr15 CCNB2
3691 chr8 CCNE2
3692 chr17 RABEP1
3693 chr19 ARHGEF1
3694 chr20 CBFA2T2
3695 chr5 ATG12
3696 chr16 SYNGR3
3697 chr17 SYNGR2
3698 chr22 SYNGR1
3699 chr17 HGS
3700 chr19 DYRK1B
3701 chr18 CTDP1
3702 chr11 SLC6A5
3703 chr15 SLC28A1
3704 chr1 EXO1
3705 chr11 FIBP
3706 chr11 PCSK7
3707 chr7 DGKI
3708 chr8 EBAG9
3709 chr2 COX7A2L
3710 chr12 SCAF11
3711 chr2 IL1RL1
3712 chr11 HTR3B
3713 chr7 AP4M1
3714 chr1 ARHGEF2
3715 chr12 RASSF9
3716 chr11 ZW10
3717 chr10 BUB3
3718 chrX REPS2
3719 chr15 SLC24A1
3720 chr10 DDX21
3721 chr12 SLC16A7
3722 chr17 KCNAB3
3723 chr13 DCLK1
3724 chr1 ZMYM6
3725 chrX BMP15
3726 chr17 AURKB
3727 chr1 XPR1
3728 chr22 LARGE
3729 chr20 VAPB
3730 chr18 VAPA
3731 chr19 RAB11B
3732 chr16 IL32
3733 chr15 CCPG1
3734 chr19 CRLF1
3735 chr11 UBE2L6
3736 chrX GPR50
3737 chr1 DHRS3
3738 chr14 RPS6KA5
3739 chr19 NUMBL
3740 chr4 AIMP1
3741 chr5 PDLIM7
3742 chr2 STK17B
3743 chr7 STK17A
3744 chr7 CYTH3
3745 chr17 CYTH1
3746 chr2 ITGB1BP1
3747 chr16 BCL7C
3748 chr7 BCL7B
3749 chr3 COPB2
3750 chr6 TAAR2
3751 chr2 GPR55
3752 chr1 GPR52
3753 chr19 S1PR2
3754 chr7 ATP6V1F
3755 chr11 SNORD30
3756 chr11 SNORD28
3757 chr11 SNORD27
3758 chr11 SNORD26
3759 chr11 SNORD25
3760 chr11 SNORD22
3761 chr18 SOCS6
3762 chr6 CD83
3763 chr19 ZNF235
3764 chr9 KLF4
3765 chr5 NREP
3766 chr10 PTER
3767 chr15 COPS2
3768 chr2 TRIP12
3769 chr14 TRIP11
3770 chr19 TRIP10
3771 chr6 HMGN3
3772 chr15 TRIP4
3773 chr9 GTF3C5
3774 chr9 GTF3C4
3775 chr2 GTF3C3
3776 chr18 B4GALT6
3777 chr12 CD163
3778 chr20 B4GALT5
3779 chr5 CNOT8
3780 chr17 GLP2R
3781 chr1 VAMP3
3782 chr22 SNAP29
3783 chr17 EFTUD2
3784 chr16 TAOK2
3785 chr17 RPL23
3786 chr9 CER1
3787 chr16 SLC9A3R2
3788 chr18 TXNL1
3789 chr4 SLIT2
3790 chr11 UBE4A
3791 chr11 SLC22A6
3792 chr13 ITGBL1
3793 chr14 CPNE6
3794 chrX RAB33A
3795 chr13 KL
3796 chrX RAB9A
3797 chr17 SLC9A3R1
3798 chr14 NRXN3
3799 chr20 KIF3B
3800 chr1 ZFYVE9
3801 chr11 SLC22A8
3802 chr15 COX5A
3803 chr2 NRXN1
3804 chr11 NRXN2
3805 chr9 GRHPR
3806 chr2 OTOF
3807 chr17 COG1
3808 chrX TSIX
3809 chr18 LIPG
3810 chr3 SLC22A14
3811 chr3 SLC22A13
3812 chr2 CIAO1
3813 chr17 RECQL5
3814 chr8 RECQL4
3815 chr22 GRAP2
3816 chr1 SEP15
3817 chr1 ZRANB2
3818 chr4 TMPRSS11D
3819 chr11 PEX16
3820 chr1 SNRNP40
3821 chr1 ARHGAP29
3822 chr9 FAM189A2
3823 chr11 FADS2
3824 chr12 DDX23
3825 chr2 CRIPT
3826 chr5 HAND1
3827 chr19 ZNF264
3828 chr17 NTN1
3829 chr19 KCNK6
3830 chr2 ECEL1
3831 chr4 ABCG2
3832 chr3 CHST2
3833 chr6 QKI
3834 chr10 GSTO1
3835 chr1 AIM2
3836 chr2 MAP4K4
3837 chr2 EIF2AK3
3838 chr1 GGPS1
3839 chr15 HOMER2
3840 chr5 HOMER1
3841 chr6 FHL5
3842 chrX ARHGEF6
3843 chr22 PICK1
3844 chr4 HAND2
3845 chr6 AKAP7
3846 chr19 IL27RA
3847 chrX PCYT1B
3848 chr10 CHST3
3849 chr14 AKAP6
3850 chr1 THEMIS2
3851 chr6 ATG5
3852 chr12 CABP1
3853 chr18 ONECUT2
3854 chr17 PIGL
3855 chr20 PSMF1
3856 chr3 SLC4A7
3857 chr12 SLC4A8
3858 chrX XAGE2
3859 chrX PAGE4
3860 chr1 ADAMTS4
3861 chr5 ADAMTS2
3862 chr21 ADAMTS1
3863 chr22 GAL3ST1
3864 chr3 STXBP5L
3865 chr16 LITAF
3866 chr19 GDF15
3867 chr6 TBPL1
3868 chr6 EEF1E1
3869 chr17 MPDU1
3870 chr17 GOSR1
3871 chr1 TMEM59
3872 chr14 BAG5
3873 chr8 BAG4
3874 chr10 BAG3
3875 chr6 BAG2
3876 chr19 ZNF254
3877 chr9 PTGES
3878 chr11 TP53I11
3879 chr11 EI24
3880 chr2 TP53I3
3881 chr2 CIR1
3882 chr5 NRG2
3883 chr15 IGDCC3
3884 chr19 RAB3D
3885 chr19 APBA3
3886 chr5 CXCL14
3887 chr9 ATP6V1G1
3888 chr7 ATP5J2
3889 chr17 SPAG7
3890 chr1 SEC22B
3891 chr14 C14orf2
3892 chr1 CHD1L
3893 chr10 VPS26A
3894 chr10 MINPP1
3895 chr16 BCAR1
3896 chr22 GTPBP1
3897 chr9 GABBR2
3898 chr17 GOSR2
3899 chr17 NR1D1
3900 chr12 GDF3
3901 chr4 CLOCK
3902 chr10 SPAG6
3903 chr2 BRE
3904 chr14 CDC42BPB
3905 chr1 SOX13
3906 chr2 PREPL
3907 chr8 ENTPD4
3908 chr20 RBM39
3909 chr7 CREB5
3910 chr6 MAD2L1BP
3911 chr1 PRDX6
3912 chr6 WTAP
3913 chr6 AKAP12
3914 chr19 IER2
3915 chr2 CYTIP
3916 chr7 PDIA4
3917 chr5 RNF14
3918 chr16 VPS9D1
3919 chr5 CARTPT
3920 chr22 RAB36
3921 chr11 RIN1
3922 chr3 RNF7
3923 chr17 TRAF4
3924 chr21 ABCG1
3925 chr22 CELSR1
3926 chr19 KLK4
3927 chr17 AATK
3928 chr3 GUCA1C
3929 chr5 SNCAIP
3930 chr9 GNA14
3931 chr5 NUP155
3932 chr10 SEC24C
3933 chr1 CLCA2
3934 chr2 FEZ2
3935 chr11 FEZ1
3936 chr15 ZNF592
3937 chr10 SH3PXD2A
3938 chr11 CTR9
3939 chr22 PPM1F
3940 chr9 RALGPS1
3941 chr5 TTC37
3942 chr1 HS2ST1
3943 chr2 TTLL4
3944 chr3 IQCB1
3945 chr18 ZNF516
3946 chr1 PDE4DIP
3947 chr4 CEP135
3948 chr18 LPIN2
3949 chr19 SAFB2
3950 chr19 ZNF432
3951 chr2 EIF5B
3952 chr1 IPO13
3953 chr12 WSCD2
3954 chr1 SDC3
3955 chr1 KIAA0040
3956 chr20 TTI1
3957 chr15 PPIP5K1
3958 chr7 PHF14
3959 chr22 DEPDC5
3960 chr1 KDM4A
3961 chr5 CLINT1
3962 chr3 VGLL4
3963 chr2 GREB1
3964 chr16 NUP93
3965 chr2 BZW1
3966 chr7 UBE3C
3967 chr14 KIAA0391
3968 chr4 RAPGEF2
3969 chr3 EDEM1
3970 chr6 TRAM2
3971 chr1 PUM1
3972 chr8 RIMS2
3973 chr12 ESPL1
3974 chr22 PPP6R2
3975 chr11 CEP57
3976 chr17 KIAA0100
3977 chr19 DHX34
3978 chr19 KIAA0355
3979 chr3 RUBCN
3980 chr10 USP6NL
3981 chr15 AQR
3982 chr16 SEC14L5
3983 chr3 ECE2
3984 chr9 ADAMTSL2
3985 chr7 SEMA3E
3986 chr13 UTP14C
3987 chr16 ZNF646
3988 chr6 KIAA0408
3989 chr3 VPRBP
3990 chr1 CEP104
3991 chr12 SART3
3992 chr12 KNTC1
3993 chr2 USP34
3994 chrX GPRASP1
3995 chr16 CCP110
3996 chr16 SETD1A
3997 chr2 LAPTM4A
3998 chr16 IFT140
3999 chr11 ARHGAP32
4000 chr17 ACAP1
4001 chr19 ZNF536
4002 chr12 CLSTN3
4003 chr10 SLK
4004 chr6 PHACTR2
4005 chr6 FAM65B
4006 chr20 SNPH
4007 chr17 TBKBP1
4008 chrX FRMPD4
4009 chr2 HDAC4
4010 chr8 TOX
4011 chr16 KIAA0513
4012 chr5 ZFYVE16
4013 chr15 KIAA0101
4014 chr20 RASSF2
4015 chr7 RAPGEF5
4016 chr17 TMEM94
4017 chr6 BCLAF1
4018 chr17 EIF4A3
4019 chr11 ATG13
4020 chr4 KIAA0232
4021 chr16 PIEZO1
4022 chr2 RNF144A
4023 chr1 RIMS3
4024 chr2 SNX17
4025 chr16 DHX38
4026 chr14 KIAA0586
4027 chr14 DLGAP5
4028 chr11 SPCS2
4029 chr8 PTDSS1
4030 chr2 SERTAD2
4031 chr11 CKAP5
4032 chr5 MAML1
4033 chr8 PHYHIP
4034 chr3 TATDN2
4035 chr16 IST1
4036 chr1 TOMM20
4037 chr7 SCRN1
4038 chr10 SPOCK2
4039 chr3 IP6K1
4040 chr7 KIAA0087
4041 chr16 RNF40
4042 chr18 CTIF
4043 chr5 KIAA0141
4044 chr1 EFCAB14
4045 chr22 SFI1
4046 chr1 URB2
4047 chr19 KEAP1
4048 chr3 TSC22D2
4049 chr6 CUL7
4050 chr8 RB1CC1
4051 chrX ARMCX2
4052 chr20 SPATA2
4053 chr1 ARHGEF11
4054 chr9 RGP1
4055 chr11 ARHGEF17
4056 chr1 DNAJC6
4057 chr5 JAKMIP2
4058 chr20 GINS1
4059 chr2 ZEB2
4060 chr6 ZBTB24
4061 chrX HEPH
4062 chr7 ELMO1
4063 chr11 GAB2
4064 chr12 C2CD5
4065 chr10 ZNF518A
4066 chr17 KIAA0753
4067 chr3 EPM2AIP1
4068 chr9 RUSC2
4069 chr11 C2CD2L
4070 chr2 FARP2
4071 chr6 KIAA0319
4072 chr1 CEP350
4073 chr9 PPP1R26
4074 chr3 PSMD6
4075 chr7 TRIL
4076 chr1 SETDB1
4077 chr14 AREL1
4078 chr11 FCHSD2
4079 chr21 URB1
4080 chr1 ZC3H11A
4081 chr5 DDX46
4082 chr3 TRANK1
4083 chr20 OSBPL2
4084 chr10 RHOBTB1
4085 chr1 SMG7
4086 chr22 ZBED4
4087 chr12 NUAK1
4088 chr6 SNAP91
4089 chr6 FIG4
4090 chr8 KIAA0196
4091 chr15 SV2B
4092 chr1 SV2A
4093 chr1 KLHL21
4094 chr12 RBM19
4095 chr17 SGSM2
4096 chr1 SLC35E2
4097 chr4 G3BP2
4098 chr1 DENND4B
4099 chr1 RABGAP1L
4100 chr1 TMCC2
4101 chr2 SUPT7L
4102 chr16 ATP2C2
4103 chr1 FAM20B
4104 chr9 SEC16A
4105 chr12 RNF10
4106 chr12 PAN2
4107 chr9 ZBTB5
4108 chr1 MFN2
4109 chr22 JOSD1
4110 chr17 HELZ
4111 chr3 P2RY14
4112 chr10 DCLRE1A
4113 chr2 ARHGAP25
4114 chr1 RBM8A
4115 chr3 DLEC1
4116 chr3 EXOG
4117 chr3 XYLB
4118 chr3 OXSR1
4119 chr21 CRYZL1
4120 chrX MAGEC1
4121 chr4 WDR1
4122 chrX AMMECR1
4123 chr16 HS3ST4
4124 chr17 HS3ST3B1
4125 chr17 HS3ST3A1
4126 chr4 HS3ST1
4127 chr15 USP3
4128 chr20 SLC23A2
4129 chr9 TNFSF15
4130 chr1 NR1I3
4131 chr12 NR1H4
4132 chr11 CCS
4133 chr3 NR1D2
4134 chr12 CLEC2B
4135 chr22 RBX1
4136 chr21 DOPEY2
4137 chr4 FGFBP1
4138 chr14 REC8
4139 chr7 DMTF1
4140 chr15 SLC12A6
4141 chr9 PTBP3
4142 chr21 KCNE2
4143 chr6 CASP8AP2
4144 chr22 SCO2
4145 chr14 MED6
4146 chr15 NR2E3
4147 chr20 ACOT8
4148 chr10 ABI1
4149 chr11 KCNE3
4150 chrX ZBTB33
4151 chr2 TANK
4152 chr5 SRA1
4153 chrX HDAC6
4154 chr3 PDCD6IP
4155 chr5 PDCD6
4156 chr15 BCL2L10
4157 chr2 BCL2L11
4158 chr12 SH2B3
4159 chr9 GNE
4160 chr15 HCN4
4161 chr10 FRAT1
4162 chr1 PIGK
4163 chr19 CHAF1A
4164 chr14 PARP2
4165 chr3 PARP3
4166 chr17 TOM1L1
4167 chr22 HMGXB4
4168 chr22 TOM1
4169 chr9 SH2D3C
4170 chr19 SH2D3A
4171 chr6 RANBP9
4172 chr3 SMC4
4173 chr19 AP1M2
4174 chr19 UBA2
4175 chr19 SAE1
4176 chr3 ABCC5
4177 chr2 ABCB6
4178 chr12 ABCC9
4179 chr7 ABCF2
4180 chr3 COX17
4181 chr15 SCAMP2
4182 chr11 IL18BP
4183 chr11 DPP3
4184 chrX HUWE1
4185 chr1 PTPRU
4186 chr11 TSPAN32
4187 chr11 TSSC4
4188 chr20 ATP9A
4189 chr15 PDCD7
4190 chr13 GPC6
4191 chr8 HHLA1
4192 chr5 COL4A3BP
4193 chr11 KCNK7
4194 chr6 UST
4195 chr1 ARPC5
4196 chr3 ARPC4
4197 chr12 ARPC3
4198 chr7 ARPC1B
4199 chr2 ACTR3
4200 chr2 ACTR2
4201 chr1 TSPAN2
4202 chr16 NUBP2
4203 chr12 TSFM
4204 chr1 TSPAN1
4205 chr12 CTDSP2
4206 chr2 ARPC2
4207 chr20 SGK2
4208 chr5 RAD50
4209 chr5 KIF20A
4210 chr2 PREB
4211 chr15 FEM1B
4212 chr2 ACTR1B
4213 chr10 ACTR1A
4214 chr2 ARL4C
4215 chr7 ARL4A
4216 chr16 ZNF263
4217 chr13 FRY
4218 chr2 PDIA6
4219 chr16 TRAP1
4220 chr10 OPTN
4221 chrX BCAP31
4222 chr20 RBM12
4223 chr12 YAF2
4224 chr20 ARFRP1
4225 chr7 AKAP9
4226 chr16 CLEC3A
4227 chr5 G3BP1
4228 chr19 SUGP2
4229 chr19 EBI3
4230 chr2 ABI2
4231 chr2 CEBPZ
4232 chr19 TRIM28
4233 chr7 RASA4
4234 chr7 AASS
4235 chr1 PDZK1IP1
4236 chrX ATP6AP2
4237 chr13 FARP1
4238 chr12 LPCAT3
4239 chr1 WASF2
4240 chr16 CHST4
4241 chr7 SLC25A13
4242 chr13 SLC25A15
4243 chr3 ZNF197
4244 chr15 SERF2
4245 chr2 DHRS9
4246 chr19 ZNF256
4247 chr11 RBM7
4248 chr3 TNK2
4249 chr17 ALYREF
4250 chr12 RNF41
4251 chr17 PSME3
4252 chr14 DHRS2
4253 chr2 CALCRL
4254 chr16 NUTF2
4255 chr13 TRIM13
4256 chr13 USPL1
4257 chr17 EIF1
4258 chr19 DDX39A
4259 chr2 PSMD14
4260 chr21 OLIG2
4261 chr1 PRG4
4262 chr3 CTDSPL
4263 chr8 TRIB1
4264 chr1 GPA33
4265 chr19 ZNF443
4266 chr3 CD96
4267 chr1 STX6
4268 chr16 COQ7
4269 chr6 RCAN2
4270 chr12 LRRC23
4271 chr7 LRRC17
4272 chr11 RASGRP2
4273 chr17 SLC35B1
4274 chr15 AP3S2
4275 chr3 KCNMB2
4276 chr9 RABEPK
4277 chr6 SLC17A2
4278 chr11 GLYAT
4279 chr4 SPRY1
4280 chr13 SPRY2
4281 chr2 STAM2
4282 chr13 ABCC4
4283 chr15 DENND4A
4284 chr1 SF3B4
4285 chr11 CDK2AP2
4286 chr16 IRX5
4287 chr2 RAMP1
4288 chr7 RAMP3
4289 chr19 AKAP8
4290 chr19 FSTL3
4291 chr16 STUB1
4292 chr3 STAG1
4293 chr14 EFS
4294 chr6 PRSS16
4295 chr9 SIGMAR1
4296 chr5 CWC27
4297 chr13 SAP18
4298 chr10 SMNDC1
4299 chr20 RGS19
4300 chr3 EIF1B
4301 chr2 SPEG
4302 chr3 TRAIP
4303 chr16 BCKDK
4304 chr19 APC2
4305 chr5 MARCH6
4306 chr16 KATNB1
4307 chr5 APBB3
4308 chr5 CCNO
4309 chr21 DSCR3
4310 chr2 LANCL1
4311 chr21 B3GALT5
4312 chr5 TNIP1
4313 chr7 IKZF1
4314 chr6 CRISP3
4315 chr2 SMYD5
4316 chr1 AKR1A1
4317 chr16 EMC8
4318 chr12 TMEM5
4319 chr12 CNPY2
4320 chr19 B3GNT3
4321 chr4 PCGF3
4322 chr7 CCL26
4323 chr6 TRDN
4324 chr11 TRIM22
4325 chr19 ABCA7
4326 chr17 ABCA10
4327 chr17 ABCA9
4328 chr17 ABCA8
4329 chr19 HMG20B
4330 chr15 HMG20A
4331 chr19 KLF2
4332 chr22 CACNG2
4333 chr6 CITED2
4334 chr7 SEMA3A
4335 chr12 TUBA1B
4336 chr14 IRF9
4337 chr6 BTN3A3
4338 chr20 SYCP2
4339 chr1 CEPT1
4340 chr15 CORO2B
4341 chr4 ANAPC10
4342 chr11 PRG3
4343 chr4 ATP8A1
4344 chr17 PEMT
4345 chr1 PIAS3
4346 chr3 ST3GAL6
4347 chr20 WFDC2
4348 chr11 IFITM3
4349 chr12 RAPGEF3
4350 chr5 NSA2
4351 chr11 YAP1
4352 chr4 SPON2
4353 chr11 SPON1
4354 chr16 CD2BP2
4355 chr9 UBAC1
4356 chr16 CDIPT
4357 chr4 PGRMC2
4358 chr3 ARIH2
4359 chr13 TUBGCP3
4360 chr4 SEC24B
4361 chr19 TMEM147
4362 chr11 RBM14
4363 chr11 CDC42EP2
4364 chr12 EMG1
4365 chr19 IFI30
4366 chr9 OLFM1
4367 chr9 ZER1
4368 chr7 FAM3C
4369 chr18 ACAA2
4370 chr1 PPIE
4371 chr1 VAV3
4372 chr19 TOMM40
4373 chr6 ECI2
4374 chr7 GPNMB
4375 chr17 BAIAP2
4376 chr4 TACC3
4377 chr4 SLC30A9
4378 chr1 PPIH
4379 chr7 COG5
4380 chr5 FST
4381 chr6 TRIM38
4382 chr17 ATP5H
4383 chr2 UBE2E3
4384 chr22 SLC25A17
4385 chrX SLC9A6
4386 chr11 EIF3M
4387 chr11 NXF1
4388 chr20 SEC23B
4389 chr14 SEC23A
4390 chr1 C1orf61
4391 chr6 CAP2
4392 chr1 CAP1
4393 chr9 CREB3
4394 chr3 CRTAP
4395 chr2 STK25
4396 chrX ENOX2
4397 chr9 UNC13B
4398 chr19 CARM1
4399 chr1 SEMA6C
4400 chr19 SEMA6B
4401 chr2 SEMA4F
4402 chr9 SEMA4D
4403 chr15 SEMA4B
4404 chr17 APPBP2
4405 chr14 FBLN5
4406 chr17 FBXW10
4407 chr15 CIB2
4408 chr19 ZNF211
4409 chr11 DEAF1
4410 chr19 CHERP
4411 chr11 HYOU1
4412 chr3 ATG7
4413 chr11 SSSCA1
4414 chr19 RNASEH2A
4415 chr14 BATF
4416 chr10 GLRX3
4417 chr20 PROCR
4418 chrX PRDX4
4419 chr3 ARL6IP5
4420 chr7 AGR2
4421 chr7 ARPC1A
4422 chr11 HTATIP2
4423 chr9 AGPAT2
4424 chr10 RPP30
4425 chr10 RPP38
4426 chr9 SPTLC1
4427 chr6 SLC35A1
4428 chr1 IFI44
4429 chr13 OLFM4
4430 chr4 CXCL13
4431 chr20 ARFGEF2
4432 chr8 ARFGEF1
4433 chr19 RABAC1
4434 chr4 SLC34A2
4435 chr10 DPYSL4
4436 chr14 SIVA1
4437 chr2 CCT7
4438 chr2 CCT4
4439 chr12 CCT2
4440 chr2 GNLY
4441 chr10 TACC2
4442 chr10 SORBS1
4443 chr11 IFITM2
4444 chr8 COLEC10
4445 chr4 MAB21L2
4446 chr6 SCGN
4447 chr16 ERN2
4448 chr14 AHSA1
4449 chr12 SLCO1B1
4450 chr21 USP16
4451 chr2 CDC42EP3
4452 chr7 SH2B2
4453 chr5 PAIP1
4454 chr4 PAICS
4455 chr16 TBL3
4456 chr17 ST6GALNAC2
4457 chr4 PDLIM5
4458 chr11 TRIM3
4459 chr10 ERLIN1
4460 chr17 HEXIM1
4461 chr17 SPAG5
4462 chr20 RBCK1
4463 chr2 STAMBP
4464 chr15 ARID3B
4465 chr1 IVNS1ABP
4466 chr17 TRIM16
4467 chr1 TXNIP
4468 chr11 TAF6L
4469 chr1 PDPN
4470 chr11 ATP5L
4471 chr22 RASL10A
4472 chr22 GAS2L1
4473 chr12 RAD51AP1
4474 chr5 RGS14
4475 chr1 SPHAR
4476 chr14 EXOC5
4477 chr7 IGF2BP3
4478 chr12 CAMKK2
4479 chr11 SCGB1D2
4480 chr11 SCGB1D1
4481 chr7 YKT6
4482 chr19 SPINT2
4483 chr9 DMRT2
4484 chr8 KHDRBS3
4485 chr1 KHDRBS1
4486 chr19 KLF1
4487 chr3 CXCR6
4488 chr16 CTCF
4489 chr18 CD226
4490 chr6 FARS2
4491 chr14 CGRRF1
4492 chr2 CGREF1
4493 chr9 RRAGA
4494 chr8 DCTN6
4495 chr13 TNFSF13B
4496 chr3 CSPG5
4497 chr12 AVIL
4498 chr15 GNB5
4499 chrX EBP
4500 chr3 CLDN16
4501 chr6 FUT9
4502 chr4 RRH
4503 chr17 CCT6B
4504 chr21 CCT8
4505 chr6 CNPY3
4506 chr4 CORIN
4507 chr2 USP39
4508 chr19 CERS1
4509 chr2 TBR1
4510 chr1 AP4B1
4511 chr10 NRG3
4512 chr4 UGT2B11
4513 chr1 NUDC
4514 chr10 YME1L1
4515 chr7 STAG3
4516 chrX STAG2
4517 chr2 SIX2
4518 chr22 RFPL3
4519 chr22 RFPL2
4520 chr20 RBBP9
4521 chrX RAI2
4522 chr17 RAI1
4523 chr4 PTTG2
4524 chr1 PHTF1
4525 chr2 MAP3K2
4526 chr17 GRAP
4527 chr3 CHL1
4528 chr1 CAPN9
4529 chr19 GIPC1
4530 chr6 TRAF3IP2
4531 chr22 NUP50
4532 chr1 KDM5B
4533 chr22 TOB2
4534 chr1 AHCYL1
4535 chr10 ZMYND11
4536 chr1 SRSF10
4537 chr9 ZBTB6
4538 chr15 ARPP19
4539 chr3 ARPP21
4540 chr19 ZNF234
4541 chr19 ZNF266
4542 chr21 WDR4
4543 chr5 IQGAP2
4544 chr2 VAMP5
4545 chr7 ZNF273
4546 chr19 ZNF460
4547 chr11 OR5I1
4548 chr6 RPP40
4549 chr17 SEPT9
4550 chr5 SEC24A
4551 chr3 CCR9
4552 chr13 GJB6
4553 chr9 SDCCAG3
4554 chr13 HSPH1
4555 chr11 STARD10
4556 chrX UTP14A
4557 chr5 CPLX2
4558 chr4 CPLX1
4559 chr20 SPINT3
4560 chr6 FRS3
4561 chr5 FAM114A2
4562 chrX ZNF275
4563 chr3 ALDH1L1
4564 chr10 TUBGCP2
4565 chr6 PDE10A
4566 chr16 SRCAP
4567 chr19 CD3EAP
4568 chr9 CCL27
4569 chr19 RUVBL2
4570 chrX PGRMC1
4571 chr14 CYP46A1
4572 chr4 SLC26A1
4573 chr8 ADAM28
4574 chr6 SLC22A7
4575 chr2 ARID5A
4576 chr9 USP20
4577 chr3 USP19
4578 chr17 CD300C
4579 chr7 FGL2
4580 chr14 EDDM3A
4581 chr1 CFHR3
4582 chr4 SMR3B
4583 chr17 C1QL1
4584 chr1 WDR3
4585 chr2 PROKR1
4586 chr11 GPR83
4587 chr2 RAB10
4588 chr18 MALT1
4589 chr1 OCLM
4590 chr7 CPSF4
4591 chr1 JTB
4592 chr14 DHRS4
4593 chr5 BRD8
4594 chr12 TRAFD1
4595 chr18 TXNL4A
4596 chr2 EDAR
4597 chr14 PAPOLA
4598 chr5 BTNL3
4599 chr2 COPS8
4600 chr16 RNPS1
4601 chr5 SUB1
4602 chr6 SMPDL3A
4603 chr7 DBF4
4604 chr9 SPIN1
4605 chr18 RALBP1
4606 chr11 SRSF8
4607 chr10 PRDX3
4608 chr2 GPR75
4609 chr11 EHD1
4610 chr18 AFG3L2
4611 chr4 UGT2A1
4612 chr16 PRSS21
4613 chr11 C11orf58
4614 chr19 KDELR1
4615 chr1 SF3A3
4616 chr8 AP3M2
4617 chr9 SEC61B
4618 chr20 TOMM34
4619 chr3 PDIA5
4620 chr20 SERINC3
4621 chr12 OS9
4622 chr12 TMED2
4623 chr5 LMAN2
4624 chr12 ERP29
4625 chr11 STIP1
4626 chr1 IFI44L
4627 chr14 ACOT2
4628 chr17 RAB40B
4629 chr12 CKAP4
4630 chr2 YWHAQ
4631 chr14 TMED10
4632 chr6 ASCC3
4633 chr19 UQCR11
4634 chr14 FERMT2
4635 chr7 COPS6
4636 chr6 RAB32
4637 chr4 CCNI
4638 chr11 KCNQ1OT1
4639 chr8 COPS5
4640 chr2 IMMT
4641 chr3 SLC38A3
4642 chr11 SF3B2
4643 chr12 SDS
4644 chr19 SLC27A5
4645 chr9 SLC27A4
4646 chr15 SLC27A2
4647 chr1 KIF2C
4648 chr5 SPINK5
4649 chr11 CCDC85B
4650 chr1 IL24
4651 chr19 KLK11
4652 chr7 KDELR2
4653 chr22 KDELR3
4654 chr12 ATF7
4655 chr2 SNRNP27
4656 chr22 IFT27
4657 chr12 RAB35
4658 chr10 VAX1
4659 chr8 RBPMS
4660 chr18 RAB31
4661 chr7 ADAP1
4662 chr2 STON1
4663 chr5 SMA4
4664 chrX PIM2
4665 chr5 PAPD7
4666 chr19 UPK1A
4667 chr9 SLC35D2
4668 chr20 ADRM1
4669 chr12 CPSF6
4670 chr20 OGFR
4671 chr15 ABHD2
4672 chr8 WWP1
4673 chr16 WWP2
4674 chr5 SOX30
4675 chr20 UBE2C
4676 chr12 SNRNP35
4677 chr10 C10orf10
4678 chr3 CYB561D2
4679 chr2 RAPGEF4
4680 chr3 TMEM115
4681 chr3 TOPBP1
4682 chr8 STMN2
4683 chr5 TPPP
4684 chr21 HSF2BP
4685 chr1 RER1
4686 chr1 DNAJB4
4687 chr12 KERA
4688 chr5 ESM1
4689 chr20 DIDO1
4690 chr9 WDR5
4691 chr9 C9orf9
4692 chr9 ADAMTS13
4693 chr9 CACFD1
4694 chr11 ADAMTS8
4695 chr21 ADAMTS5
4696 chr7 NUPL2
4697 chr14 PTPN21
4698 chr19 HNRNPUL1
4699 chr10 ATE1
4700 chr3 RPP14
4701 chr12 KRR1
4702 chr6 KATNA1
4703 chr16 PRDM7
4704 chr4 PRDM5
4705 chr7 HIBADH
4706 chr12 CIT
4707 chr6 FGFR1OP
4708 chr2 EMILIN1
4709 chr6 BTN3A2
4710 chr6 BTN3A1
4711 chr6 BTN2A1
4712 chr20 PTPRT
4713 chr1 RCAN3
4714 chr1 CD160
4715 chr5 KIF3A
4716 chr19 CLASRP
4717 chr10 ZWINT
4718 chr6 CAPN11
4719 chr2 CAPN10
4720 chr19 KPTN
4721 chr22 CDC42EP1
4722 chr19 SLC7A9
4723 chr19 CDC37
4724 chrX IL1RAPL1
4725 chr17 KAT7
4726 chr1 GLMN
4727 chr1 HHLA3
4728 chr3 HHLA2
4729 chr6 BVES
4730 chr16 CORO1A
4731 chr12 FICD
4732 chr14 AP4S1
4733 chr4 LSM6
4734 chr22 RABL2B
4735 chr2 RABL2A
4736 chr8 ERLIN2
4737 chr14 C14orf1
4738 chr4 NUDT6
4739 chr12 NUDT4
4740 chr6 NUDT3
4741 chr13 SOX21
4742 chr9 PSIP1
4743 chr12 STRAP
4744 chr15 ADAMTS7
4745 chr5 ADAMTS6
4746 chr12 BAZ2A
4747 chr14 BAZ1A
4748 chr7 ZNF277
4749 chr3 WDR6
4750 chr11 TREH
4751 chr14 MAP4K5
4752 chr3 RASSF1
4753 chr13 WBP4
4754 chr7 ABCB8
4755 chr14 SUPT16H
4756 chr22 CHEK2
4757 chr19 KLK8
4758 chr12 FZD10
4759 chr8 PROSC
4760 chr15 AKAP13
4761 chr13 AKAP11
4762 chr17 AKAP10
4763 chr9 AKAP2
4764 chr1 DDX20
4765 chr9 RPL35
4766 chr12 GALNT6
4767 chr2 GALNT5
4768 chr12 RASSF8
4769 chrX PRAF2
4770 chr6 SEC63
4771 chr11 HPS5
4772 chr20 RNF24
4773 chrX CA5B
4774 chr15 GPR176
4775 chr12 NXPH4
4776 chr17 NXPH3
4777 chr2 GPR45
4778 chr11 PTGDR2
4779 chr22 PACSIN2
4780 chrX SLC6A14
4781 chr20 HRH3
4782 chr7 TP53TG1
4783 chr9 DCTN3
4784 chr12 XPOT
4785 chr15 CHP1
4786 chr2 SP140
4787 chr1 DUSP12
4788 chr17 SNF8
4789 chr16 DDX19B
4790 chr16 ATXN2L
4791 chr22 USP18
4792 chr4 KLHL2
4793 chr3 TREX1
4794 chr13 KLF12
4795 chrX KLF8
4796 chr3 SCN11A
4797 chr19 CYP4F8
4798 chr5 B4GALT7
4799 chr11 SLCO2B1
4800 chr1 VPS45
4801 chr1 LYPLA2
4802 chr17 CD300A
4803 chr1 PARK7
4804 chr19 COPE
4805 chr20 RBPJL
4806 chr12 GPR182
4807 chr10 ECD
4808 chr2 GPN1
4809 chr17 TMC6
4810 chr17 DDX42
4811 chrX VSIG4
4812 chr7 FKBP9
4813 chr6 STK38
4814 chr1 CTRC
4815 chr12 PHB2
4816 chr1 ACOT7
4817 chr3 TUSC2
4818 chr7 CBX3
4819 chr17 GABARAP
4820 chr15 OIP5
4821 chr13 EXOSC8
4822 chr3 RNF13
4823 chr3 TWF2
4824 chr16 GABARAPL2
4825 chr5 SYNPO
4826 chr1 COG2
4827 chr11 RRAS2
4828 chr1 CLCA4
4829 chr20 XRN2
4830 chr17 IKZF3
4831 chr19 ATF5
4832 chr12 COPZ1
4833 chr3 COPG1
4834 chr4 HSPA4L
4835 chr1 DNAJC8
4836 chr8 PUF60
4837 chr6 SCAF8
4838 chr17 ZNF652
4839 chr19 ZFP30
4840 chr2 COBLL1
4841 chr5 RNF44
4842 chr20 DLGAP4
4843 chr10 RAB11FIP2
4844 chr17 PPM1E
4845 chr9 FRMPD1
4846 chr9 DOLK
4847 chr14 VASH1
4848 chr2 AAK1
4849 chr10 CPEB3
4850 chr18 ADNP2
4851 chr10 ANKRD26
4852 chr1 NTNG1
4853 chr6 ICK
4854 chr13 FNDC3A
4855 chr14 ATG14
4856 chr12 R3HDM2
4857 chr3 SLITRK3
4858 chrX CNKSR2
4859 chr19 PPP6R1
4860 chr4 SEC31A
4861 chr13 DZIP1
4862 chr6 ENPP4
4863 chr10 INPP5F
4864 chr18 TRAPPC8
4865 chr6 ANKRD6
4866 chr5 ABLIM3
4867 chr1 FOXJ3
4868 chr20 UBOX5
4869 chr14 ZBTB1
4870 chr10 ZNF365
4871 chr12 RPH3A
4872 chr11 CEP164
4873 chr8 DENND3
4874 chr17 ARHGEF15
4875 chr17 ARSG
4876 chr20 BTBD3
4877 chr17 EPN2
4878 chr3 DHX30
4879 chr3 SACM1L
4880 chr1 WDR47
4881 chr20 RALY
4882 chr12 KLRK1
4883 chr20 CD93
4884 chr20 MAPRE1
4885 chr1 KIFAP3
4886 chr1 ATF6
4887 chr16 SEPHS2
4888 chr10 SEPHS1
4889 chr2 RAB3GAP1
4890 chr10 RAB18
4891 chr19 SIRT2
4892 chr2 RPIA
4893 chr14 SNW1
4894 chr11 SHANK2
4895 chr10 KIN
4896 chr5 CCT5
4897 chr9 PTGR1
4898 chr19 CYP2G1P
4899 chr12 P2RX2
4900 chr1 SCMH1
4901 chr20 TPX2
4902 chr7 PAXIP1
4903 chr1 AKR7A3
4904 chr10 NT5C2
4905 chr2 EFR3B
4906 chr10 DIP2C
4907 chr10 PDCD11
4908 chr14 ACIN1
4909 chr10 SORCS3
4910 chr11 KDM2A
4911 chr5 HMGXB3
4912 chr17 CEP131
4913 chr15 CEP152
4914 chr1 TTC39A
4915 chr11 IGSF9B
4916 chr4 LIMCH1
4917 chr4 WDFY3
4918 chr7 KLHDC10
4919 chr12 RAB21
4920 chr12 STK38L
4921 chr1 SPEN
4922 chr12 FBXO21
4923 chr15 GOLGA8A
4924 chr3 EXOSC7
4925 chr12 FAIM2
4926 chr16 CNOT1
4927 chr2 SNRNP200
4928 chr4 PALLD
4929 chr3 TMCC1
4930 chr3 PDZRN3
4931 chr1 KDM1A
4932 chr1 RBM34
4933 chr19 KDM4B
4934 chr6 DOPEY1
4935 chr14 SAMD4A
4936 chr6 ZNF292
4937 chr5 PDZD2
4938 chr1 WDTC1
4939 chr3 TNIK
4940 chr1 KIF21B
4941 chr13 PDS5B
4942 chr16 SMG1
4943 chr16 CLUAP1
4944 chr15 ZNF609
4945 chr16 GGA2
4946 chr9 SETX
4947 chr3 CAND2
4948 chr12 SETD1B
4949 chr6 CMTR1
4950 chr9 ERP44
4951 chr7 HECW1
4952 chr12 UHRF1BP1L
4953 chr21 RRP1B
4954 chr13 VWA8
4955 chr7 AVL9
4956 chr9 KDM4C
4957 chr10 PPRC1
4958 chr12 ERC1
4959 chr11 EXPH5
4960 chr8 TRIM35
4961 chr16 ZNF423
4962 chr13 ZC3H13
4963 chr5 ARHGAP26
4964 chr14 TTLL5
4965 chr19 SIPA1L3
4966 chr6 CDK19
4967 chr17 SARM1
4968 chr9 ZBTB43
4969 chr5 FSTL4
4970 chr17 RAP1GAP2
4971 chr12 DDN
4972 chr22 TNRC6B
4973 chr6 CUL9
4974 chr6 TAB2
4975 chr22 HIC2
4976 chr5 ATP10B
4977 chr3 CLASP2
4978 chr17 CAMTA2
4979 chr1 COLGALT2
4980 chr11 ATG2A
4981 chrX PHF8
4982 chr17 KDM6B
4983 chr18 EPB41L3
4984 chr9 SMC5
4985 chr4 DCUN1D4
4986 chr8 ZC3H3
4987 chr7 SSPO
4988 chr19 FCHO1
4989 chr3 FRMD4B
4990 chr19 CIC
4991 chr1 CLCC1
4992 chr4 TBC1D9
4993 chr2 WDR43
4994 chr7 SNX13
4995 chr16 MAPK8IP3
4996 chr17 GGA3
4997 chr3 STAB1
4998 chr8 EFR3A
4999 chr15 RTF1
5000 chr1 SLC35D1
5001 chr22 TTLL12
5002 chr3 GPD1L
5003 chr2 LPIN1
5004 chr2 CEP68
5005 chr2 PASK
5006 chr1 RGL1
5007 chr3 RFTN1
5008 chr21 DIP2A
5009 chr10 LARP4B
5010 chr9 KANK1
5011 chr2 UBXN4
5012 chr2 ATG4B
5013 chr5 FBXL7
5014 chr6 MDN1
5015 chr9 FAM120A
5016 chr2 PSME4
5017 chr3 ATP11B
5018 chr15 ACSBG1
5019 chr1 SYT11
5020 chr17 JMJD6
5021 chr19 ZC3H4
5022 chr8 RRS1
5023 chr8 SULF1
5024 chr16 XPO6
5025 chr1 PRRC2C
5026 chr4 TBC1D1
5027 chr19 ZFR2
5028 chr11 DTX4
5029 chr8 RHOBTB2
5030 chr14 SYNE2
5031 chr3 NUP210
5032 chrX ARHGEF9
5033 chr10 TBC1D12
5034 chr2 EXOC6B
5035 chr10 DNAJC9
5036 chr11 SIK2
5037 chr8 ARC
5038 chr4 KIAA0922
5039 chr7 COBL
5040 chr8 BOP1
5041 chr13 ATP11A
5042 chr1 OTUD3
5043 chr18 ANKRD12
5044 chr1 KAZN
5045 chr18 MTCL1
5046 chr11 DENND5A
5047 chr8 DDHD2
5048 chr1 CAMTA1
5049 chr5 PPIP5K2
5050 chr17 EXOC7
5051 chr15 MGA
5052 chr3 FAM208A
5053 chr16 CLEC16A
5054 chr3 KLHL18
5055 chr17 CLUH
5056 chr11 NUP160
5057 chr10 CSTF2T
5058 chr1 KIAA1107
5059 chr5 WWC1
5060 chr9 AGTPBP1
5061 chr5 FBXW11
5062 chr17 SMG6
5063 chr9 BICD2
5064 chr16 ATMIN
5065 chr2 EHBP1
5066 chr8 KIF13B
5067 chr5 ACSL6
5068 chr19 SIN3B
5069 chr22 KIAA0930
5070 chr2 SATB2
5071 chr20 SLC9A8
5072 chr12 CUX2
5073 chr1 ZCCHC11
5074 chr4 MAN2B2
5075 chr12 KIAA1033
5076 chr17 USP22
5077 chr6 SASH1
5078 chr22 TTC28
5079 chr2 CLASP1
5080 chr18 WDR7
5081 chr1 DNAJC16
5082 chr12 ESYT1
5083 chr6 SYNE1
5084 chr18 SMCHD1
5085 chr13 DOCK9
5086 chr14 KHNYN
5087 chr1 UBR4
5088 chr7 SUN1
5089 chr3 VPS8
5090 chr14 ANGEL1
5091 chr1 USP24
5092 chr16 ZNF629
5093 chr8 PSD3
5094 chr2 OBSL1
5095 chr11 ARHGEF12
5096 chr5 LARP1
5097 chr14 PPP1R13B
5098 chr2 PUM2
5099 chr19 ARHGEF18
5100 chr19 CRTC1
5101 chr11 RRP8
5102 chr1 SMG5
5103 chr7 AHCYL2
5104 chr22 SPECC1L
5105 chr7 NUDCD3
5106 chr12 ZDHHC17
5107 chr20 ADNP
5108 chr3 LARS2
5109 chr19 PIP5K1C
5110 chr17 CTDNEP1
5111 chr10 FRAT2
5112 chr19 FBXO46
5113 chr9 EXOSC2
5114 chr14 DICER1
5115 chr16 COTL1
5116 chr6 SIRT5
5117 chr12 SIRT4
5118 chr11 SIRT3
5119 chr10 SIRT1
5120 chr10 COMMD3
5121 chr8 ZFPM2
5122 chr17 KCNH4
5123 chr12 KCNH3
5124 chr1 CRB1
5125 chr1 ITGB3BP
5126 chr12 GRIP1
5127 chr14 SLC7A8
5128 chr3 RYBP
5129 chr16 TPSD1
5130 chr15 AP4E1
5131 chr2 RHOQ
5132 chr5 HARS2
5133 chrX ATP1B4
5134 chr5 OTP
5135 chr1 SLC35A3
5136 chr9 SLC44A1
5137 chr16 SF3B3
5138 chr2 SF3B1
5139 chr1 ABCB10
5140 chr12 ABCB9
5141 chr17 ABCA6
5142 chr17 ABCA5
5143 chr1 ICMT
5144 chr22 CBX6
5145 chr6 PHF3
5146 chr8 TRAM1
5147 chr3 CAPN7
5148 chr16 QPRT
5149 chr19 BRD4
5150 chr15 SEC11A
5151 chr22 PES1
5152 chr16 CES3
5153 chr22 CBX7
5154 chr6 HEY2
5155 chr17 TNFRSF13B
5156 chr6 DAAM2
5157 chr14 ZFYVE26
5158 chr12 RIMBP2
5159 chr2 TMEM131
5160 chr14 TTC9
5161 chr17 KCTD2
5162 chr9 NUP188
5163 chr8 SLC39A14
5164 chr2 R3HDM1
5165 chr12 ANP32D
5166 chr19 RPL13A
5167 chr10 KAT6B
5168 chr22 CABIN1
5169 chr3 ACAP2
5170 chr17 PIK3R5
5171 chr7 TNPO3
5172 chr16 ADAT1
5173 chr22 SEC14L2
5174 chr12 ATP6V0A2
5175 chr19 SYNGR4
5176 chr2 DNPEP
5177 chr2 PSD4
5178 chr22 RASD2
5179 chr9 CDK20
5180 chr7 HYAL4
5181 chr10 TSPAN15
5182 chr18 PIGN
5183 chr1 SNAPIN
5184 chr17 WBP2
5185 chr16 CHST5
5186 chr1 LPAR3
5187 chr5 ZNF346
5188 chr16 ARL2BP
5189 chr1 PADI4
5190 chr17 CDC42EP4
5191 chr19 CASP14
5192 chr15 CCNDBP1
5193 chr12 SMUG1
5194 chr11 VSIG2
5195 chr9 DDX58
5196 chr17 ELP5
5197 chr16 CARHSP1
5198 chr10 PDSS1
5199 chr6 HEBP2
5200 chr16 ORC6
5201 chr1 OPN3
5202 chrX ACOT9
5203 chr22 PATZ1
5204 chr15 DAPK2
5205 chr6 CD2AP
5206 chr22 SH3BP1
5207 chr22 TSSK2
5208 chr2 NTSR2
5209 chr1 RUSC1
5210 chr19 CBLC
5211 chr20 SPO11
5212 chr20 PRND
5213 chr1 CA14
5214 chr1 KPNA6
5215 chr19 NUP62
5216 chr19 HSPBP1
5217 chr11 SNHG1
5218 chr19 PLD3
5219 chr11 ARFIP2
5220 chr1 SSBP3
5221 chr11 TRIM29
5222 chr4 SLC7A11
5223 chr7 LSM5
5224 chr2 TMEFF2
5225 chr1 STX12
5226 chrX SMPX
5227 chr8 SGK3
5228 chr11 RAB38
5229 chr2 PRKD3
5230 chr2 KCNE4
5231 chr11 CADM1
5232 chr12 GABARAPL1
5233 chr9 TMEM245
5234 chr15 EID1
5235 chr15 NPAP1
5236 chr5 BHMT2
5237 chr17 AIPL1
5238 chr22 SDF2L1
5239 chr22 PPIL2
5240 chr22 OSBP2
5241 chr22 IL17RA
5242 chr20 FLRT3
5243 chr19 FKBP8
5244 chr22 BRD1
5245 chr22 ARHGAP8
5246 chr22 BCL2L13
5247 chrX KIF4A
5248 chr10 IFIT5
5249 chr19 EML2
5250 chrX FTSJ1
5251 chr20 LAMP5
5252 chr11 PANX1
5253 chr7 CLDN15
5254 chr20 PRPF6
5255 chr15 HYPK
5256 chr12 PRPF40B
5257 chr9 SLC24A2
5258 chr22 C22orf31
5259 chr22 CBY1
5260 chr22 SUN2
5261 chr1 DSTYK
5262 chr1 RAB3GAP2
5263 chr22 DGCR11
5264 chr22 DGCR9
5265 chr8 RAD54B
5266 chr1 CFAP45
5267 chr22 FBXO7
5268 chr17 FSCN2
5269 chr19 PGLS
5270 chr2 QPCT
5271 chr7 BRI3
5272 chr19 ZNF324
5273 chr18 SLC39A6
5274 chr6 SPDEF
5275 chr10 BAMBI
5276 chr2 VAX2
5277 chr22 RHBDD3
5278 chr22 TTLL1
5279 chr22 SAMM50
5280 chr22 ATXN10
5281 chr5 TNFAIP8
5282 chr22 FAM19A5
5283 chr19 KLK5
5284 chr15 ARIH1
5285 chr9 DNAJB5
5286 chr11 PRDX5
5287 chr21 BACE2
5288 chr2 SNORD82
5289 chr3 FBXL2
5290 chr22 TMEM184B
5291 chr22 SULT4A1
5292 chr16 RAB26
5293 chr16 COG4
5294 chr11 ABTB2
5295 chr2 MOB4
5296 chr6 YIPF3
5297 chr3 ANAPC13
5298 chr4 PARM1
5299 chr19 ZNF345
5300 chr3 ARMC8
5301 chr4 FAM149A
5302 chr11 BRMS1
5303 chr5 PART1
5304 chr9 DFNB31
5305 chr6 USP49
5306 chr3 ABHD14A
5307 chr19 PRKD2
5308 chr7 SUMF2
5309 chr3 C3orf17
5310 chr1 MPC2
5311 chr20 SPEF1
5312 chr8 DCAF13
5313 chr16 TMEM186
5314 chr11 CHRDL2
5315 chr3 ABI3BP
5316 chr11 PAMR1
5317 chr12 METTL21B
5318 chr1 INTS7
5319 chr8 RNF19A
5320 chr6 CCDC28A
5321 chr1 OLFML2B
5322 chr3 CNOT10
5323 chr11 ANAPC15
5324 chr3 TMEM158
5325 chr1 AHCTF1
5326 chr10 DPCD
5327 chr1 C1orf43
5328 chr9 NELFB
5329 chr11 ZDHHC5
5330 chr11 ATL3
5331 chr18 ZNF521
5332 chr2 CNRIP1
5333 chr7 SOSTDC1
5334 chr5 GEMIN5
5335 chr3 PTPN23
5336 chr1 CLIC4
5337 chr1 NSL1
5338 chr3 WWTR1
5339 chr14 HEATR5A
5340 chr18 TPGS2
5341 chr15 SIN3A
5342 chr12 ZNF385A
5343 chr7 KBTBD2
5344 chr1 SYF2
5345 chr1 RWDD3
5346 chr10 SEC31B
5347 chr19 KANK2
5348 chr8 ADGRA2
5349 chr10 NUDT13
5350 chr8 KIAA1429
5351 chr15 TMEM87A
5352 chr16 SH2B1
5353 chr2 UNC50
5354 chrX EGFL6
5355 chr3 CHMP2B
5356 chr17 DHRS7B
5357 chr20 AAR2
5358 chr3 DNAH1
5359 chr11 TSKU
5360 chr11 HINFP
5361 chr2 SNED1
5362 chr3 HIGD1A
5363 chr11 REXO2
5364 chr19 CLIP3
5365 chr2 GORASP2
5366 chr11 C2CD3
5367 chr11 TKFC
5368 chr1 ZZZ3
5369 chr2 SPATS2L
5370 chr20 L3MBTL1
5371 chr19 FAM32A
5372 chr3 LRIG1
5373 chr17 TMEM98
5374 chr7 PTCD1
5375 chr5 PCDHGA12
5376 chr1 ACOT11
5377 chr7 OSBPL3
5378 chr3 SUSD5
5379 chr10 ATRNL1
5380 chr6 IPCEF1
5381 chr6 ZNF451
5382 chr14 SIPA1L1
5383 chr1 CHD5
5384 chr18 SETBP1
5385 chr5 LRRTM2
5386 chr13 SLITRK5
5387 chr20 PPP1R16B
5388 chr1 DNM3
5389 chr7 AUTS2
5390 chr2 RAB11FIP5
5391 chr4 ANKRD17
5392 chr3 ERC2
5393 chr3 APPL1
5394 chr3 HACL1
5395 chr5 RAI14
5396 chrX FAM127B
5397 chr16 DKFZP434H168
5398 chr3 ARHGEF26
5399 chr19 KLK13
5400 chr9 GPSM1
5401 chr22 GGA1
5402 chr20 ABHD12
5403 chr19 CCDC9
5404 chr14 DCAF4
5405 chr10 PTPN20
5406 chr1 CHTOP
5407 chr7 WIPI2
5408 chr9 DKFZP434A062
5409 chr15 PYGO1
5410 chr17 TANC2
5411 chr17 WSB1
5412 chr2 EPC2
5413 chr9 GAPVD1
5414 chr20 TRPC4AP
5415 chr1 SERBP1
5416 chr8 LINC00588
5417 chr3 TTLL3
5418 chr2 TRAF3IP1
5419 chr9 PHF19
5420 chr10 C10orf12
5421 chr9 ZNF658
5422 chr20 ZNF337
5423 chr7 GIMAP2
5424 chr2 IFT172
5425 chr5 PCDHB5
5426 chr17 SENP3
5427 chr1 OR1C1
5428 chr17 OR1A2
5429 chr9 FBXW2
5430 chr1 PTPN22
5431 chr20 GMEB2
5432 chr17 PITPNC1
5433 chr7 OR2F1
5434 chr6 OR2B6
5435 chr9 OR1J4
5436 chr22 DGCR5
5437 chr22 DGCR10
5438 chr5 FBXL21
5439 chr13 FBXL3
5440 chr2 ARL5A
5441 chr1 PHGDH
5442 chr4 STAP1
5443 chr16 LRRC29
5444 chr1 FBXO2
5445 chr8 FBXL6
5446 chr4 FBXL5
5447 chr6 FBXL4
5448 chr6 FAM50B
5449 chr1 OR2M4
5450 chr9 OR2K2
5451 chr5 KLHL3
5452 chr18 KCNG2
5453 chr12 CLEC4E
5454 chr12 FBXW8
5455 chr7 FBXO24
5456 chr5 TSPAN17
5457 chr15 FBXO22
5458 chr9 FBXO10
5459 chr6 FBXO9
5460 chr4 FBXO8
5461 chr1 FBXO6
5462 chr6 FBXO5
5463 chr5 FBXO4
5464 chr11 FBXO3
5465 chr2 HIBCH
5466 chr15 VPS33B
5467 chr13 SACS
5468 chrX IL1RAPL2
5469 chr8 FGF20
5470 chr17 ERAL1
5471 chr22 ARFGAP3
5472 chr1 AK5
5473 chr12 GALNT8
5474 chr19 FGF21
5475 chr11 SERGEF
5476 chr11 EHF
5477 chr19 GAPDHS
5478 chr19 OR7A17
5479 chr11 OR5L2
5480 chr3 OR5K1
5481 chr3 OR5H1
5482 chr12 HSPB8
5483 chr2 PTPN18
5484 chr16 SEZ6L2
5485 chr11 PPP1R14B
5486 chr1 OR10J1
5487 chr11 OR8B8
5488 chr11 OR8G1
5489 chr2 CNNM4
5490 chr2 CNNM3
5491 chr10 CNNM1
5492 chr1 HEYL
5493 chr4 CHIC2
5494 chr13 INTS6
5495 chr1 AGO1
5496 chr2 IL36RN
5497 chr19 OR10H3
5498 chr14 OR10G3
5499 chr14 OR10G2
5500 chr19 OR10H2
5501 chr19 OR10H1
5502 chrX ITGB1BP2
5503 chr6 RGS17
5504 chrX SRPK3
5505 chr3 PCOLCE2
5506 chr9 OSTF1
5507 chr13 CKAP2
5508 chr7 TBL2
5509 chrX VCX
5510 chr11 ELP4
5511 chr19 OR7E24
5512 chr19 OR7C2
5513 chr19 OR7A5
5514 chr19 OR7C1
5515 chr15 OR4F4
5516 chr14 OR4E2
5517 chr17 OR4D1
5518 chr9 OR1L3
5519 chr9 OR1L1
5520 chr9 OR1J2
5521 chr13 NUFIP1
5522 chr1 RPS6KC1
5523 chr2 SH3YL1
5524 chr5 HAVCR1
5525 chr17 SNORD4B
5526 chr17 SNORD4A
5527 chr8 SNORA72
5528 chr20 SNORA71B
5529 chrX SNORA70
5530 chrX SNORA69
5531 chr1 SNORA66
5532 chr9 SNORA65
5533 chr16 SNORA64
5534 chr5 SNORD63
5535 chr9 SNORD62A
5536 chrX SNORD61
5537 chr16 SNORD60
5538 chr12 SNORD59A
5539 chr18 SNORD58B
5540 chr18 SNORD58A
5541 chr20 SNORD57
5542 chr20 SNORD56
5543 chr8 SNORD54
5544 chr2 SNORD53
5545 chr2 SNORD51
5546 chr6 SNORD50A
5547 chr17 SNORD49A
5548 chr1 SNORD45B
5549 chr1 SNORD45A
5550 chr17 SNORD42A
5551 chr19 SNORD41
5552 chr1 SNORD55
5553 chr19 SNORD37
5554 chr9 SNORD36C
5555 chr9 SNORD36B
5556 chr9 SNORD36A
5557 chr19 SNORD35A
5558 chr19 SNORD34
5559 chr19 SNORD33
5560 chr19 SNORD32A
5561 chr9 SNORD24
5562 chr5 SNORA74A
5563 chr1 RNU5D-1
5564 chr8 OPLAH
5565 chr4 SMR3A
5566 chr9 RANBP6
5567 chr7 COPG2
5568 chr7 HBP1
5569 chr11 CHORDC1
5570 chr3 SEC22A
5571 chr10 AP3M1
5572 chr8 PABPC1
5573 chr19 AKAP8L
5574 chr1 RNF11
5575 chr3 GPR160
5576 chr3 FETUB
5577 chr5 CYFIP2
5578 chr7 DNAJC2
5579 chr1 USP21
5580 chr8 KCNV1
5581 chr2 CNPPD1
5582 chr9 DNAI1
5583 chr1 FOXD3
5584 chr19 ZBTB32
5585 chr11 ACAD8
5586 chr19 SIGLEC7
5587 chr22 TRMT2A
5588 chr16 LAT
5589 chr1 DIEXF
5590 chr17 PELP1
5591 chr7 SND1
5592 chr10 ANKRD1
5593 chr4 NSG1
5594 chr4 DAPP1
5595 chr7 VPS41
5596 chr7 TSPAN13
5597 chr17 B9D1
5598 chr11 B3GAT1
5599 chr9 ST6GALNAC4
5600 chr3 KCNMB3
5601 chr1 TRAPPC3
5602 chr1 TAF5L
5603 chr18 CLUL1
5604 chr7 SND1-IT1
5605 chr7 EIF2AK1
5606 chr19 ARRDC2
5607 chr3 ZBTB11
5608 chr14 ATP5S
5609 chr20 SDCBP2
5610 chr19 BBC3
5611 chr6 PDE7B
5612 chr5 AFF4
5613 chr22 SMC1B
5614 chr22 CYTH4
5615 chr9 INVS
5616 chr14 KCNH5
5617 chr10 PALD1
5618 chr4 FAM184B
5619 chr7 DENND2A
5620 chr4 INTU
5621 chr7 ZNF777
5622 chr6 BRPF3
5623 chr1 CHIA
5624 chr8 AGO2
5625 chr12 GLS2
5626 chr5 PRELID1
5627 chr1 SLC39A1
5628 chr17 TUBG2
5629 chr2 IL36B
5630 chr2 IL36A
5631 chr19 SIGLEC9
5632 chr19 SIGLEC8
5633 chr16 VPS4A
5634 chr1 DISC1
5635 chr16 IL17C
5636 chr5 IL17B
5637 chrX GPR82
5638 chr12 HCAR1
5639 chr13 OXGR1
5640 chr4 GPR78
5641 chr15 TUBGCP4
5642 chr6 GNMT
5643 chr2 SULT1C4
5644 chr4 COQ2
5645 chr4 ARFIP1
5646 chr1 ARHGEF16
5647 chrX GPKOW
5648 chr9 SIT1
5649 chr7 BBS9
5650 chr19 CHMP2A
5651 chr6 SESN1
5652 chr1 AHDC1
5653 chr1 RNF115
5654 chr2 ERLEC1
5655 chr10 PDCD4
5656 chr1 KLHL20
5657 chr3 CNTN6
5658 chr4 SULT1B1
5659 chr10 VENTX
5660 chr11 RBMXL2
5661 chr12 RND1
5662 chr9 SPINK4
5663 chr10 R3HCC1L
5664 chr5 DIMT1
5665 chr1 SMPDL3B
5666 chr19 DHDH
5667 chr20 TP53TG5
5668 chr7 CRCP
5669 chr8 ADAMDEC1
5670 chr19 ZNF544
5671 chrX APEX2
5672 chr2 BMP10
5673 chr3 RBMS3
5674 chr4 HPGDS
5675 chr11 RAB30
5676 chr11 PGAP2
5677 chrX RBMX
5678 chr16 TNRC6A
5679 chr1 ANGPTL3
5680 chrX RPS6KA6
5681 chr2 ZNF638
5682 chr3 GOLIM4
5683 chrX P2RY10
5684 chr19 EIF3K
5685 chrX HTATSF1
5686 chr19 UBE2S
5687 chr11 PRPF19
5688 chr12 UTP20
5689 chr22 RRP7A
5690 chr7 RABGEF1
5691 chrX PCSK1N
5692 chr17 TMEM97
5693 chr2 STK39
5694 chr22 APOBEC3C
5695 chr22 SGSM3
5696 chr2 HTRA2
5697 chr2 EML4
5698 chr22 CECR5
5699 chr22 CECR3
5700 chr22 CECR2
5701 chr7 PCLO
5702 chr20 SLCO4A1
5703 chr15 SLCO3A1
5704 chr12 SLCO1B3
5705 chrX CCDC22
5706 chr20 REM1
5707 chr16 DEXI
5708 chr17 COA3
5709 chr7 TMEM176B
5710 chr11 DCPS
5711 chr6 OSTM1
5712 chr5 SLC27A6
5713 chr19 SLC6A16
5714 chr7 BZW2
5715 chr11 AAMDC
5716 chr3 SPCS1
5717 chr19 C19orf53
5718 chr3 ACAD9
5719 chr6 TMEM14A
5720 chr12 IFT81
5721 chr13 RGCC
5722 chrX MAGEH1
5723 chr7 DBNL
5724 chr3 ASTE1
5725 chr8 COMMD5
5726 chr7 HIPK2
5727 chr3 KLF15
5728 chr11 SLC43A3
5729 chr2 CPS1-IT1
5730 chr16 C16orf72
5731 chr20 TMEM230
5732 chr7 WDR91
5733 chr4 ZCCHC4
5734 chr11 ZBTB44
5735 chr16 CCDC113
5736 chrX C1GALT1C1
5737 chr3 SETD2
5738 chr12 CCDC59
5739 chr14 CHMP4A
5740 chr3 GTPBP8
5741 chr9 PHPT1
5742 chr19 BABAM1
5743 chr14 STXBP6
5744 chr1 LINC00339
5745 chr12 ORMDL2
5746 chr1 CNIH4
5747 chr17 RANGRF
5748 chr11 COMMD9
5749 chr13 DNAJC15
5750 chr15 SCG3
5751 chr16 PYCARD
5752 chr16 FHOD1
5753 chr12 TBK1
5754 chr3 TAGLN3
5755 chr17 SAP30BP
5756 chr16 BRD7
5757 chr11 DDX25
5758 chr10 CTNNA3
5759 chr3 PRSS50
5760 chr11 C11orf21
5761 chr9 CD274
5762 chr12 RACGAP1
5763 chr19 UHRF1
5764 chr10 BLNK
5765 chr21 USP25
5766 chr11 PACSIN3
5767 chr1 TMOD4
5768 chr15 TMOD3
5769 chr6 ABT1
5770 chr22 PARVB
5771 chr2 OLA1
5772 chr16 ZDHHC1
5773 chr22 ZDHHC8
5774 chr22 VPREB3
5775 chr7 REPIN1
5776 chr2 GRHL1
5777 chr12 SENP1
5778 chr13 ALG5
5779 chr9 ANAPC2
5780 chr8 CNOT7
5781 chr7 SNX8
5782 chr7 SNX10
5783 chr19 STRN4
5784 chr3 RBM15B
5785 chr17 PSMC3IP
5786 chr8 CPSF1
5787 chr7 TRA2A
5788 chr1 GPSM2
5789 chr11 SAC3D1
5790 chr12 FAM216A
5791 chr19 CCDC106
5792 chr16 EEF2K
5793 chr18 ST8SIA5
5794 chr11 SNX15
5795 chr3 GPR171
5796 chr12 HCFC2
5797 chr1 PYCR2
5798 chr19 EPN1
5799 chr2 GMPPA
5800 chr3 SEC61A1
5801 chr1 ALG6
5802 chr14 GPR132
5803 chrX SNX12
5804 chrX RPA4
5805 chr8 PURG
5806 chr1 PADI1
5807 chr4 ANAPC4
5808 chr19 SERTAD3
5809 chr21 DNMT3L
5810 chr16 OSGIN1
5811 chr1 IL19
5812 chr19 SERTAD1
5813 chr12 PDZRN4
5814 chr9 DPP7
5815 chr12 TRHDE
5816 chr1 CERS2
5817 chr1 SLC25A24
5818 chr7 FTSJ2
5819 chr6 PRICKLE4
5820 chr14 STRN3
5821 chr8 LRP12
5822 chr9 PSAT1
5823 chr3 SCHIP1
5824 chr10 A1CF
5825 chr9 UBQLN1
5826 chr21 DONSON
5827 chr11 RHOD
5828 chr19 SLC39A3
5829 chr14 SLC39A2
5830 chr9 SLC2A8
5831 chr9 OBP2B
5832 chr9 OBP2A
5833 chr6 PACSIN1
5834 chr2 BAZ2B
5835 chr3 LMCD1
5836 chr7 FSCN3
5837 chr19 TNPO2
5838 chr11 EFEMP2
5839 chrX SH3KBP1
5840 chr18 RAX
5841 chr21 HUNK
5842 chr16 SOX8
5843 chr20 VSX1
5844 chr9 ST6GALNAC6
5845 chr19 ADGRE2
5846 chr2 KCNIP3
5847 chr10 KCNIP2
5848 chr5 KCNIP1
5849 chr18 CXXC1
5850 chr5 ZNF354C
5851 chr17 NT5C
5852 chr19 CD209
5853 chr1 DNTTIP2
5854 chr2 EHD3
5855 chr19 EHD2
5856 chr3 PIK3R4
5857 chr17 CDR2L
5858 chr17 TAX1BP3
5859 chr9 STOML2
5860 chr19 KLK14
5861 chr19 KLK12
5862 chr15 SCAPER
5863 chr1 WRAP73
5864 chr1 CRNN
5865 chr8 RRM2B
5866 chr2 SMARCAL1
5867 chr17 MINK1
5868 chr2 CD207
5869 chr15 DUOX2
5870 chr19 COL5A3
5871 chr12 SYCP3
5872 chr9 DEC1
5873 chr1 IL20
5874 chr16 IL21R
5875 chr12 IL22
5876 chr7 ATP6V0A4
5877 chr2 ITSN2
5878 chr6 DEF6
5879 chr10 CUZD1
5880 chr8 CYHR1
5881 chr2 ANO7
5882 chr2 ARHGEF4
5883 chr3 ARHGEF3
5884 chr1 SLC45A1
5885 chr19 RDH8
5886 chr1 DCAF8
5887 chr11 KCNK4
5888 chr9 AK3
5889 chr1 HP1BP3
5890 chr15 HDGFRP3
5891 chr12 COPS7A
5892 chrX NSDHL
5893 chr7 TAS2R3
5894 chr7 TAS2R16
5895 chr5 TAS2R1
5896 chr12 DHH
5897 chr1 F11R
5898 chr3 TRAT1
5899 chr3 VILL
5900 chr16 PARD6A
5901 chr4 SPOCK3
5902 chr20 STMN3
5903 chr11 RNF141
5904 chr11 NTM
5905 chr11 CDON
5906 chr3 IMPG2
5907 chr2 PDE11A
5908 chrX FOXP3
5909 chr19 SHANK1
5910 chr17 SOST
5911 chr1 TMED5
5912 chr6 SLC35B3
5913 chr2 TPRKB
5914 chr14 COQ6
5915 chr16 AMDHD2
5916 chr20 SLC35C2
5917 chr10 ASCC1
5918 chr17 DERL2
5919 chr9 EXOSC3
5920 chr2 FAHD2A
5921 chr10 EXOSC1
5922 chr5 ISOC1
5923 chr1 RRP15
5924 chr12 CCDC53
5925 chr1 GLRX2
5926 chr7 FIS1
5927 chr12 GOLT1B
5928 chr1 BOLA1
5929 chr17 GLOD4
5930 chr1 CELA2B
5931 chr11 UBXN1
5932 chr1 ZNF593
5933 chr18 ST8SIA3
5934 chr8 PI15
5935 chr6 GMNN
5936 chr4 LAP3
5937 chr2 WDPCP
5938 chr1 ZNF691
5939 chr8 FAM135B
5940 chr1 TXNDC12
5941 chr16 TXNDC11
5942 chr14 ATL1
5943 chr10 CALHM2
5944 chr15 RPS27L
5945 chr12 YARS2
5946 chr12 DERA
5947 chr11 APIP
5948 chr10 CUTC
5949 chr14 FCF1
5950 chr11 GAL
5951 chr1 TNNI3K
5952 chr4 KLHL5
5953 chr4 SEPSECS
5954 chr11 SIDT2
5955 chr1 RRNAD1
5956 chr1 ADIPOR1
5957 chr3 TRNT1
5958 chr17 UTP18
5959 chr1 SCCPDH
5960 chr20 IFT52
5961 chr3 ABHD5
5962 chr8 ZC2HC1A
5963 chr1 MECR
5964 chr9 ABHD17B
5965 chr8 PHF20L1
5966 chr1 APH1A
5967 chr14 RDH11
5968 chr8 LACTB2
5969 chrX ZDHHC9
5970 chr8 RMDN1
5971 chr9 COQ4
5972 chr7 SBDS
5973 chr5 RPL26L1
5974 chr3 COMMD2
5975 chr8 ZNF706
5976 chr18 IER3IP1
5977 chr1 TRIM17
5978 chr5 SAR1B
5979 chr19 ANGPTL4
5980 chr13 PHF11
5981 chrX RLIM
5982 chr1 KCTD3
5983 chr12 CEP83
5984 chr17 RNFT1
5985 chr4 COPS4
5986 chr11 HSD17B12
5987 chr9 CERCAM
5988 chr5 C5orf45
5989 chr1 SDF4
5990 chr17 HN1
5991 chr19 ZNF580
5992 chr8 VPS28
5993 chr3 C3orf18
5994 chr9 EGFL7
5995 chr3 DBR1
5996 chr5 DCTN4
5997 chr4 AADAT
5998 chr6 CYB5R4
5999 chr4 HSD17B11
6000 chr19 HSD17B14
6001 chr1 HAO2
6002 chr17 DCXR
6003 chr10 HSPA14
6004 chr12 GPN3
6005 chr3 SS18L2
6006 chr16 CKLF
6007 chr3 ZNF639
6008 chr5 IPO11
6009 chr17 RAPGEFL1
6010 chr9 CDKN2A-AS1
6011 chr8 ZDHHC2
6012 chr12 DDX47
6013 chr15 NUSAP1
6014 chr1 ACP6
6015 chr10 DUSP13
6016 chr3 CLDN18
6017 chrX RAB9B
6018 chr14 GLRX5
6019 chr14 ZNF219
6020 chr17 ABI3
6021 chr17 COPZ2
6022 chr12 GLTP
6023 chr20 PHF20
6024 chr19 VRK3
6025 chr22 DRICH1
6026 chr2 ANKRD39
6027 chr14 COX16
6028 chr3 CCDC174
6029 chr3 SHISA5
6030 chr5 PAIP2
6031 chrX PDZD11
6032 chr1 TMEM69
6033 chr2 FAM178B
6034 chrX PBDC1
6035 chr5 CDKL3
6036 chr9 UBAP1
6037 chr11 BET1L
6038 chr4 KLF3
6039 chr12 MAPKAPK5-AS1
6040 chr19 ZNF571
6041 chr2 DNAJC27
6042 chr9 GOLM1
6043 chr20 SCAND1
6044 chr15 RASL12
6045 chr11 CEND1
6046 chr11 COA4
6047 chr12 ERGIC2
6048 chr19 CD320
6049 chr5 PCDH12
6050 chr19 ECSIT
6051 chr11 SLC15A3
6052 chr20 BPIFA1
6053 chr6 CYP39A1
6054 chr3 ZDHHC3
6055 chrX ARMCX1
6056 chr14 SLC22A17
6057 chr8 SLC25A37
6058 chr4 FAM198B
6059 chr2 KRCC1
6060 chr11 PHF21A
6061 chr3 RSRC1
6062 chr17 AMZ2
6063 chr10 WAC
6064 chr15 SPG21
6065 chr12 ARL6IP4
6066 chr16 TNFRSF12A
6067 chr16 ZNF771
6068 chr14 DACT1
6069 chr20 CRNKL1
6070 chr19 ZBTB7A
6071 chr12 KLRF1
6072 chr7 ZNF117
6073 chr11 WT1-AS
6074 chrX MBTPS2
6075 chr1 HOOK1
6076 chr6 CDC40
6077 chr10 CHST15
6078 chr8 UBR5
6079 chr3 TMA7
6080 chr2 ATRAID
6081 chr1 UCHL5
6082 chr20 ANGPT4
6083 chr17 CRLF3
6084 chr12 CSAD
6085 chr14 ATP6V1D
6086 chr7 WNT16
6087 chr22 EIF3L
6088 chr6 RWDD1
6089 chr6 AIG1
6090 chr5 COMMD10
6091 chr19 WDR83OS
6092 chr11 TRAPPC4
6093 chr11 PPME1
6094 chr3 HEMK1
6095 chr12 BIN2
6096 chr3 AMOTL2
6097 chr7 PRKAG2
6098 chr5 DDX41
6099 chr6 SNX9
6100 chr12 ANAPC5
6101 chr12 ANAPC7
6102 chr8 SCARA3
6103 chr1 HPCAL4
6104 chr1 YTHDF2
6105 chrX VGLL1
6106 chr18 RNF138
6107 chr3 IP6K2
6108 chr2 GULP1
6109 chr2 REV1
6110 chr15 RHCG
6111 chr3 SFMBT1
6112 chr1 GPR89B
6113 chr6 UBE2J1
6114 chr14 EVL
6115 chr12 LIMA1
6116 chr11 CABP2
6117 chr19 ISYNA1
6118 chr1 HSD17B7
6119 chr17 ANKFY1
6120 chr22 RTCB
6121 chr15 CTDSPL2
6122 chr11 CWC15
6123 chr11 TRMT112
6124 chr1 UFC1
6125 chr20 RTFDC1
6126 chr9 CHMP5
6127 chr22 GTSE1
6128 chr6 ETV7
6129 chr1 DTL
6130 chr6 TMEM14C
6131 chr11 TMEM138
6132 chr20 OSER1
6133 chr14 GSKIP
6134 chr17 ANAPC11
6135 chr7 ZC3HC1
6136 chr9 TRMO
6137 chr3 PHF7
6138 chr6 VTA1
6139 chr2 SCLY
6140 chr19 ZNF581
6141 chr14 CINP
6142 chr9 RAB14
6143 chr3 PEX5L
6144 chr3 RAB6B
6145 chr12 IL23A
6146 chr12 HDAC7
6147 chrX ARMCX3
6148 chr13 UFM1
6149 chr4 LARP7
6150 chr8 AZIN1
6151 chr11 PCF11
6152 chr22 MED15
6153 chr19 PIAS4
6154 chr1 TRIM33
6155 chr7 SRRT
6156 chr2 LIPT1
6157 chr20 PIGT
6158 chr20 TRMT6
6159 chr7 GET4
6160 chr1 DPH5
6161 chr20 ERGIC3
6162 chrX TAF9B
6163 chr7 CCZ1
6164 chr2 DYNC2LI1
6165 chr17 SLC25A39
6166 chr8 OTUD6B
6167 chrX RBMX2
6168 chr14 DHRS7
6169 chr6 PPIL1
6170 chr2 YPEL5
6171 chr16 FAM96B
6172 chr2 CHMP3
6173 chr20 CDK5RAP1
6174 chr17 RASD1
6175 chr16 GINS2
6176 chr6 MPC1
6177 chr2 FKBP7
6178 chr5 ZFR
6179 chr2 ASB1
6180 chr7 ASB4
6181 chr7 NUB1
6182 chr1 HSPB11
6183 chr16 TPPP3
6184 chr10 SUFU
6185 chr1 OAZ3
6186 chr19 LSM7
6187 chr16 TRAPPC2L
6188 chr12 VPS29
6189 chr11 CYB5R2
6190 chr1 PADI3
6191 chr10 ACSL5
6192 chr16 GPRC5B
6193 chr4 EMCN
6194 chr1 CYB5R1
6195 chr19 ZNF44
6196 chr3 SELT
6197 chr6 RAB23
6198 chr2 CAB39
6199 chr5 UIMC1
6200 chr3 FBXO40
6201 chr3 DNAJB11
6202 chr1 CMPK1
6203 chr12 WBP11
6204 chr5 RAPGEF6
6205 chr3 GHRL
6206 chr16 WWOX
6207 chr1 CD244
6208 chr17 LUC7L3
6209 chr20 RTEL1
6210 chr17 HIGD1B
6211 chr5 ERAP1
6212 chr17 CDK12
6213 chr9 C9orf78
6214 chr13 ATP8A2
6215 chr15 RAB8B
6216 chr17 INPP5K
6217 chr2 ZAK
6218 chr5 KDM3B
6219 chr14 SIX4
6220 chr6 COQ3
6221 chr5 PHAX
6222 chr2 BCL11A
6223 chrX CPXCR1
6224 chr13 IL17D
6225 chr4 NUDT9
6226 chrX CHIC1
6227 chr14 ZFYVE1
6228 chr2 LRP1B
6229 chr10 PANK1
6230 chr9 SHC3
6231 chr4 NUP54
6232 chr12 TPCN1
6233 chr6 CLIC5
6234 chr4 STX18
6235 chr19 MBD3
6236 chr7 ADAM22
6237 chr16 BCO1
6238 chr2 PRKAG3
6239 chr19 PTOV1
6240 chr19 S1PR5
6241 chr11 FXYD6
6242 chr19 FXYD5
6243 chr10 FXYD4
6244 chr3 P2RY13
6245 chr12 GPR84
6246 chr3 IL20RB
6247 chr4 FGFRL1
6248 chr3 GPR87
6249 chr11 TRIM34
6250 chr15 DUOX1
6251 chr19 RAB4B
6252 chr5 RAB24
6253 chr5 PELO
6254 chr12 SLCO1C1
6255 chr2 PPIL3
6256 chr11 CNTN5
6257 chr22 A4GALT
6258 chr14 CPSF2
6259 chr21 BRWD1
6260 chr21 SLC37A1
6261 chr21 RBM11
6262 chr21 PCBP3
6263 chr21 YBEY
6264 chr21 LINC00160
6265 chr21 LINC00158
6266 chr21 CHODL-AS1
6267 chr21 TSPEAR
6268 chr21 LINC00112
6269 chr21 LINC00111
6270 chr21 SETD4
6271 chr21 FAM3B
6272 chr21 CLIC6
6273 chr8 CHRAC1
6274 chr1 GPR88
6275 chr21 C21orf91
6276 chr3 DCUN1D1
6277 chr7 CYCS
6278 chr14 KCNK10
6279 chr6 TREM2
6280 chr6 TREM1
6281 chr8 SNTG1
6282 chrX GPR173
6283 chr7 GPR85
6284 chr14 GNG2
6285 chr1 DPM3
6286 chr20 SOX18
6287 chr6 UNC93A
6288 chr4 CYTL1
6289 chr1 WNT4
6290 chr20 HAO1
6291 chr12 SLC38A2
6292 chr11 SIAE
6293 chr7 TAS2R5
6294 chr2 DNAJC10
6295 chr4 GAR1
6296 chr4 SH3TC1
6297 chr3 SEMA5B
6298 chrX SASH3
6299 chr16 KCTD5
6300 chr20 RIN2
6301 chr2 ATAD2B
6302 chrX TAF7L
6303 chr9 FBXW5
6304 chr5 FAM134B
6305 chr3 XRN1
6306 chr2 ETAA1
6307 chrX SPIN2A
6308 chr7 ANKIB1
6309 chr7 MIOS
6310 chrX ARMCX6
6311 chr11 TOLLIP
6312 chr7 RNF216
6313 chr7 CHPF2
6314 chr4 UGT2B28
6315 chr5 FAM105A
6316 chr11 C11orf71
6317 chr18 TMX3
6318 chr2 HEATR5B
6319 chr1 TMCO1
6320 chr4 RBM47
6321 chr11 ZDHHC13
6322 chr5 DHX29
6323 chr1 ADAMTSL4
6324 chr12 RHOF
6325 chr4 PCDH18
6326 chr6 HMGCLL1
6327 chr8 EXOSC4
6328 chr10 APBB1IP
6329 chr2 CCDC93
6330 chrX WDR44
6331 chr10 ANKRD16
6332 chr2 ASNSD1
6333 chr19 MIER2
6334 chr4 USP53
6335 chr10 EXOC6
6336 chr10 FAM35A
6337 chr9 RC3H2
6338 chr1 CRCT1
6339 chr1 RNF186
6340 chr17 SDK2
6341 chr4 DKFZP434I0714
6342 chr3 WDR5B
6343 chr19 DDX49
6344 chr7 ING3
6345 chr5 SGTB
6346 chr1 SPATA6
6347 chr9 EPB41L4B
6348 chr15 DLL4
6349 chr2 UGT1A10
6350 chr2 UGT1A8
6351 chr2 UGT1A7
6352 chr2 UGT1A6
6353 chr2 UGT1A5
6354 chr1 EGLN1
6355 chr3 LZTFL1
6356 chr9 EQTN
6357 chr1 L1TD1
6358 chr2 UGT1A9
6359 chr15 INO80
6360 chr10 CCNJ
6361 chr16 FBXL19
6362 chr12 VSIG10
6363 chr5 ARL15
6364 chr19 PAF1
6365 chr3 PARP14
6366 chr1 HES2
6367 chr15 FAM63B
6368 chr2 UGT1A1
6369 chr2 UGT1A3
6370 chr9 TBC1D13
6371 chr11 WDR74
6372 chr1 RSBN1
6373 chr20 CRLS1
6374 chr6 GTPBP2
6375 chr7 CROT
6376 chr1 ZNHIT6
6377 chr3 P4HTM
6378 chr8 PDP1
6379 chr1 GPN2
6380 chr8 CNGB3
6381 chr3 SLC6A20
6382 chr4 OTUD4
6383 chr5 TMED9
6384 chr11 SLC35F2
6385 chr11 RAB39A
6386 chr2 FEV
6387 chr17 XAF1
6388 chr7 EPDR1
6389 chr7 ZNF853
6390 chr3 IL17RD
6391 chr17 FAM20A
6392 chr11 TRIM44
6393 chr11 BTG4
6394 chr16 HYDIN
6395 chr9 DIRAS2
6396 chr19 PPP1R12C
6397 chr15 RNF111
6398 chr10 NSMCE4A
6399 chr7 ALKBH4
6400 chr17 BORCS6
6401 chr9 BNC2
6402 chr4 DCHS2
6403 chr3 KLHL24
6404 chr10 CNNM2
6405 chr6 AHI1
6406 chr7 SAMD9
6407 chr1 GIPC2
6408 chr2 AFTPH
6409 chr14 KLHL28
6410 chr19 QPCTL
6411 chr19 GATAD2A
6412 chr15 ZNF280D
6413 chr5 ZCCHC10
6414 chrX ERCC6L
6415 chr15 TRPM7
6416 chr1 SWT1
6417 chr5 GIN1
6418 chr11 NXPE4
6419 chr17 BCAS3
6420 chr9 ASPN
6421 chrX NUP62CL
6422 chr19 BEST2
6423 chr10 WBP1L
6424 chr9 APTX
6425 chr8 ESRP1
6426 chr3 SIDT1
6427 chr4 ARHGEF38
6428 chr16 DEF8
6429 chr19 FBXL12
6430 chr15 PAQR5
6431 chr5 WDR55
6432 chrX GDPD2
6433 chr19 PGPEP1
6434 chr3 SNRK
6435 chr19 CC2D1A
6436 chr9 TOR4A
6437 chr17 TMEM104
6438 chr3 QRICH1
6439 chr4 PIGG
6440 chr1 PALMD
6441 chr15 DPP8
6442 chr1 ST7L
6443 chrX BCOR
6444 chr5 ANKHD1
6445 chr2 RETSAT
6446 chrX TBC1D8B
6447 chr6 UHRF1BP1
6448 chr5 NSUN2
6449 chr17 ALKBH5
6450 chr2 INO80D
6451 chr17 RNF43
6452 chr1 PQLC2
6453 chr1 CASZ1
6454 chr3 PXK
6455 chr1 LAX1
6456 chr6 CDKAL1
6457 chr17 TTC19
6458 chr8 WHSC1L1
6459 chr7 CYP2W1
6460 chr10 FAM208B
6461 chr5 SPDL1
6462 chr2 SEMA4C
6463 chr15 RPP25
6464 chr20 YTHDF1
6465 chr3 CMTM6
6466 chr16 DUS2
6467 chr16 CHTF8
6468 chr19 RASIP1
6469 chr9 UBE2R2
6470 chr7 CHCHD3
6471 chr8 IMPAD1
6472 chr19 TMEM161A
6473 chr14 HAUS4
6474 chr9 EXD3
6475 chr1 RHBDL2
6476 chr1 DUSP23
6477 chr1 ADPRHL2
6478 chr13 SOHLH2
6479 chr15 COMMD4
6480 chr4 OCIAD1
6481 chr18 RNF125
6482 chr9 FAM206A
6483 chr11 SDHAF2
6484 chr4 COMMD8
6485 chr1 TRNAU1AP
6486 chrX FAM120C
6487 chr15 PARP16
6488 chr16 TXNL4B
6489 chr19 TMEM160
6490 chr4 ODAM
6491 chrX GEMIN8
6492 chr11 SSH3
6493 chr1 C1orf56
6494 chr3 PIGX
6495 chrX CT55
6496 chr8 TMEM70
6497 chr11 TTC12
6498 chr11 TMEM132A
6499 chr1 CPSF3L
6500 chr20 C20orf27
6501 chr3 SLC25A38
6502 chr2 SLC35F6
6503 chr11 HRASLS2
6504 chr2 C2orf42
6505 chr9 NMRK1
6506 chr15 CLN6
6507 chr16 HCFC1R1
6508 chr1 C1orf123
6509 chr15 ZNF770
6510 chr3 OXSM
6511 chr1 AURKAIP1
6512 chr22 TUG1
6513 chr1 TTC22
6514 chr13 TMCO3
6515 chr6 PAK1IP1
6516 chr2 TRMT61B
6517 chr22 FAM118A
6518 chr12 PARPBP
6519 chr19 PIH1D1
6520 chr14 PPP2R3C
6521 chr4 CCDC109B
6522 chr9 STX17
6523 chr14 PRPF39
6524 chr14 C14orf119
6525 chr17 LINC00483
6526 chr2 PID1
6527 chr6 PHIP
6528 chr4 BANK1
6529 chr16 HEATR3
6530 chr11 USP47
6531 chr3 SLC35A5
6532 chr2 PTCD3
6533 chr14 CDCA4
6534 chr8 TRMT12
6535 chr17 EPN3
6536 chr11 VPS37C
6537 chr19 C19orf60
6538 chr14 NRDE2
6539 chr2 ATG16L1
6540 chr15 FLJ10038
6541 chr1 AIM1L
6542 chr1 SUSD4
6543 chr7 ZCWPW1
6544 chr9 SPATA6L
6545 chr17 SLC52A1
6546 chr16 PDPR
6547 chr15 DET1
6548 chr9 C9orf40
6549 chr17 LRRC37A4P
6550 chr8 OXR1
6551 chr15 UACA
6552 chr3 TMEM45A
6553 chr3 FEZF2
6554 chr12 TAPBPL
6555 chr3 IFT57
6556 chr6 SOBP
6557 chr12 SLC38A4
6558 chr17 MED9
6559 chr1 TMEM51
6560 chr8 WDYHV1
6561 chr19 GPATCH1
6562 chr19 SAMD4B
6563 chr3 EBLN2
6564 chr5 WDR70
6565 chr19 ATP5SL
6566 chr14 ATG2B
6567 chr1 RALGPS2
6568 chr1 GPATCH2
6569 chr17 SLFN12
6570 chr11 ANO1
6571 chr1 BSDC1
6572 chr5 AGGF1
6573 chr1 XKR8
6574 chr16 ARHGAP17
6575 chr1 TMEM39B
6576 chr12 SLC6A15
6577 chr10 CRTAC1
6578 chr2 FANCL
6579 chr6 AKIRIN2
6580 chr18 CEP192
6581 chr1 HEATR1
6582 chr11 TRIM68
6583 chr3 ANO10
6584 chr10 ARMC4
6585 chr7 RBM28
6586 chr2 SRBD1
6587 chr2 ANKZF1
6588 chr15 HAUS2
6589 chr1 CDCA8
6590 chr7 ZDHHC4
6591 chr14 RBM23
6592 chr19 C19orf73
6593 chr9 TMEM38B
6594 chr3 DALRD3
6595 chr4 SDAD1
6596 chr8 ARMC1
6597 chr1 DARS2
6598 chr16 RFWD3
6599 chr1 ARHGEF10L
6600 chr10 CEP55
6601 chr6 CENPQ
6602 chr3 TBCCD1
6603 chr14 DNAAF2
6604 chr8 INTS10
6605 chr17 KLHL11
6606 chr10 SEC61A2
6607 chr17 RNMTL1
6608 chr3 FAIM
6609 chr17 SMG8
6610 chr1 RNF220
6611 chr20 DZANK1
6612 chr3 SLC25A36
6613 chr12 RIC8B
6614 chr15 DNAJC17
6615 chr3 PBRM1
6616 chr1 EVA1B
6617 chr14 C14orf105
6618 chr12 APPL2
6619 chr11 FAM86C1
6620 chr1 GOLPH3L
6621 chr18 ZNF532
6622 chr12 SBNO1
6623 chr3 ARL8B
6624 chr13 DCUN1D2
6625 chr3 SETD5
6626 chr1 ATAD3A
6627 chr3 DPPA4
6628 chr4 BBS7
6629 chr13 RCBTB1
6630 chr11 C11orf57
6631 chrX TMLHE
6632 chr14 EXD2
6633 chr1 ETNK2
6634 chr1 RAVER2
6635 chr19 PNMAL1
6636 chr2 USP40
6637 chr11 CCDC87
6638 chr9 SMU1
6639 chr14 VRTN
6640 chr16 SLC38A7
6641 chr16 OGFOD1
6642 chr2 STEAP3
6643 chr1 KIRREL
6644 chr17 SLC47A1
6645 chr8 CCDC25
6646 chr1 YY1AP1
6647 chr2 ASXL2
6648 chr7 TYW1
6649 chr3 TMEM39A
6650 chr20 MRGBP
6651 chr12 CASC1
6652 chr19 TMEM143
6653 chr7 C7orf43
6654 chr1 ECHDC2
6655 chr13 PSPC1
6656 chr13 NUDT15
6657 chr17 TMEM100
6658 chr6 PHF10
6659 chr17 VPS53
6660 chr4 PGM2
6661 chr3 ZNF654
6662 chr10 CWF19L1
6663 chr7 TMEM140
6664 chr16 LRRC36
6665 chr8 UBE2W
6666 chrX RBM41
6667 chr4 C4orf19
6668 chr3 TMEM40
6669 chr17 RHOT1
6670 chr11 PPP6R3
6671 chr11 UEVLD
6672 chr4 FBXW7
6673 chr19 KLHL26
6674 chr12 CCDC91
6675 chr11 RNF121
6676 chr5 BRIX1
6677 chr4 PI4K2B
6678 chr10 OLAH
6679 chr7 GIMAP4
6680 chr20 SPTLC3
6681 chr16 DDX19A
6682 chr19 ZNF444
6683 chr9 RFK
6684 chr10 SLC29A3
6685 chr17 RSAD1
6686 chr20 TMEM74B
6687 chr5 C5orf22
6688 chr15 LARP6
6689 chr3 ABCF3
6690 chr4 UFSP2
6691 chr8 AGPAT5
6692 chr11 LIN7C
6693 chr4 BLOC1S4
6694 chr11 ACER3
6695 chr12 DRAM1
6696 chr14 SYNJ2BP
6697 chr16 FBXL8
6698 chr19 C19orf66
6699 chr2 WDR33
6700 chr7 GIMAP5
6701 chr9 STRBP
6702 chr11 SLC35C1
6703 chr11 TCP11L1
6704 chr3 ABHD10
6705 chr3 CHDH
6706 chr6 VNN3
6707 chr4 STK32B
6708 chr8 LAPTM4B
6709 chr1 SLC22A15
6710 chr10 PI4K2A
6711 chr6 TMEM63B
6712 chr9 HEMGN
6713 chr18 IMPACT
6714 chr5 TMCO6
6715 chr14 MEG3
6716 chr17 NCBP3
6717 chr1 YOD1
6718 chr4 AP1AR
6719 chr2 STRADB
6720 chr14 DHRS4-AS1
6721 chr1 CAMK2N1
6722 chr10 CSGALNACT2
6723 chr2 NDUFAF7
6724 chr8 RBM12B-AS1
6725 chr12 ETNK1
6726 chr7 CHST12
6727 chr2 HES6
6728 chr13 TNFRSF19
6729 chr10 H2AFY2
6730 chr12 SLC35E3
6731 chr1 BATF3
6732 chrX SAGE1
6733 chr16 SMPD3
6734 chr18 ELAC1
6735 chr5 TRIM36
6736 chr19 FEM1A
6737 chr8 TMEM55A
6738 chr11 ELMOD1
6739 chr1 SLC30A10
6740 chr4 MAML3
6741 chr7 CDCA7L
6742 chr3 IL17RB
6743 chr20 RBM38
6744 chr11 SOX6
6745 chr19 KLK15
6746 chr18 ENOSF1
6747 chr11 CDC42BPG
6748 chr16 DNAH3
6749 chr5 GALNT10
6750 chr3 CDV3
6751 chr12 STAB2
6752 chr9 KIF27
6753 chr4 CHRNA9
6754 chrX OTUD5
6755 chr12 ZCCHC8
6756 chr1 RNPC3
6757 chr1 ITLN1
6758 chr4 DDX60
6759 chr4 CDKN2AIP
6760 chr6 FAM46A
6761 chr12 KIF21A
6762 chr13 ANKRD10
6763 chrX ZNF280C
6764 chr7 VPS50
6765 chr11 OTUB1
6766 chr20 FERMT1
6767 chr20 KIF16B
6768 chr22 PRR5
6769 chr20 TASP1
6770 chr2 DOCK10
6771 chr19 STAP2
6772 chr2 TTC27
6773 chr16 ZDHHC7
6774 chr2 SMPD4
6775 chr18 ZNF407
6776 chr8 SLC39A4
6777 chr1 LRRC40
6778 chr14 G2E3
6779 chr1 DEPDC1
6780 chr8 CHD7
6781 chr8 SYBU
6782 chr14 FLVCR2
6783 chr14 OSGEP
6784 chr1 PIGV
6785 chr20 BCAS4
6786 chr2 TMEM127
6787 chr8 INTS8
6788 chr1 ZNF692
6789 chr19 RNF126
6790 chr19 ZNF416
6791 chr2 PRPF40A
6792 chr20 DDX27
6793 chr10 HIF1AN
6794 chr19 ZNF446
6795 chr9 CDC37L1
6796 chr7 URGCP
6797 chr9 DENND4C
6798 chr2 SLC30A6
6799 chr2 IWS1
6800 chr2 LIMS2
6801 chr12 SCYL2
6802 chr22 TRMU
6803 chr11 PACS1
6804 chr10 FRMD4A
6805 chr11 KDM4D
6806 chr7 NSUN5
6807 chr5 RBM22
6808 chr7 RADIL
6809 chr1 IARS2
6810 chr1 MAP7D1
6811 chr14 ARHGEF40
6812 chr19 CCDC94
6813 chr2 CCDC88A
6814 chr1 IPO9
6815 chr11 KBTBD4
6816 chr12 FAR2
6817 chr20 ZNF334
6818 chr16 DOK4
6819 chr12 LMBR1L
6820 chr10 WDR11
6821 chr1 IQCC
6822 chr5 CEP72
6823 chr12 ATF7IP
6824 chr1 HHAT
6825 chr16 VPS35
6826 chr20 ARFGAP1
6827 chr13 NAXD
6828 chr20 EDEM2
6829 chr11 PARVA
6830 chr12 CHFR
6831 chr7 COA1
6832 chr1 NUP133
6833 chr10 CCAR1
6834 chr4 TMEM184C
6835 chr4 SEPT11
6836 chr10 OGDHL
6837 chr6 TMEM30A
6838 chr9 CDK5RAP2
6839 chr8 INTS9
6840 chr13 UGGT2
6841 chr1 RCOR3
6842 chr2 WDR12
6843 chr10 DHX32
6844 chr11 TTC17
6845 chr4 EXOC1
6846 chr3 IFT122
6847 chr19 ZNF83
6848 chr6 SAYSD1
6849 chr14 ZNF839
6850 chr12 FGD6
6851 chr19 ZNF415
6852 chrX TXLNG
6853 chr5 DEPDC1B
6854 chr8 CSGALNACT1
6855 chr13 PCID2
6856 chr7 METTL2B
6857 chr3 CACNA2D3
6858 chr11 SCN3B
6859 chr12 IL26
6860 chr3 DCP1A
6861 chr17 ADAP2
6862 chr8 HR
6863 chr17 ST6GALNAC1
6864 chr6 TRERF1
6865 chr14 SPATA7
6866 chr16 TSNAXIP1
6867 chr20 DOK5
6868 chr2 KDM3A
6869 chr5 RNF130
6870 chr2 ALLC
6871 chr11 VPS11
6872 chr8 PAG1
6873 chr2 PECR
6874 chr3 GLT8D1
6875 chr12 CAND1
6876 chr9 UBAP2
6877 chr13 CENPJ
6878 chr14 EAPP
6879 chr16 CENPN
6880 chr3 EAF2
6881 chrX WWC3
6882 chr2 ARHGAP15
6883 chr10 PPP2R2D
6884 chr3 BRK1
6885 chr12 ITFG2
6886 chr10 CISD1
6887 chr9 PLGRKT
6888 chr19 USE1
6889 chr19 PSENEN
6890 chr2 ZC3H15
6891 chr6 ACOT13
6892 chrX BEX1
6893 chr14 ACTR10
6894 chr6 ECHDC1
6895 chr11 TMEM126B
6896 chr11 SLC22A11
6897 chr1 ASH1L
6898 chr9 CBWD1
6899 chr8 PBK
6900 chr17 GSDMB
6901 chr12 LMO3
6902 chr15 GOLGA6B
6903 chr17 GPRC5C
6904 chr8 ZNF395
6905 chr8 DEFB103B
6906 chr15 UNC45A
6907 chr20 ACSS2
6908 chr20 RNF114
6909 chrX ZC4H2
6910 chr12 CMAS
6911 chr19 ANGPTL8
6912 chr8 BIN3
6913 chr7 LANCL2
6914 chrX NXT2
6915 chr1 CTTNBP2NL
6916 chr1 RCC2
6917 chr1 FAM212B
6918 chr15 MYO5C
6919 chr22 ZMAT5
6920 chr19 LIN37
6921 chr9 KLHL9
6922 chr20 SULF2
6923 chr22 SEPT3
6924 chr20 NSFL1C
6925 chr7 BAIAP2L1
6926 chr7 SLC25A40
6927 chr7 BCAP29
6928 chr1 SLC50A1
6929 chr7 KLHL7
6930 chrX NXF5
6931 chr4 PDGFC
6932 chr16 ALG1
6933 chr5 PCDHGC4
6934 chr5 PCDHGB7
6935 chr5 PCDHGB3
6936 chr5 PCDHGB2
6937 chr5 PCDHGB1
6938 chr5 PCDHGA11
6939 chr5 PCDHGA10
6940 chr5 PCDHGA9
6941 chr5 PCDHGA7
6942 chr5 PCDHGA6
6943 chr5 PCDHGA5
6944 chr5 PCDHGA4
6945 chr5 PCDHGA3
6946 chr5 PCDHGA1
6947 chr5 PCDHB15
6948 chr5 PCDHB14
6949 chr5 PCDHB13
6950 chr5 PCDHB11
6951 chr5 PCDHB10
6952 chr5 PCDHB8
6953 chr5 PCDHB7
6954 chr5 PCDHB6
6955 chr5 PCDHB4
6956 chr5 PCDHB2
6957 chr5 PCDHAC2
6958 chr5 PCDHAC1
6959 chr5 PCDHA6
6960 chr5 PCDHA3
6961 chr5 PCDHA2
6962 chr13 RNF17
6963 chr2 DNAH7
6964 chr15 FAM214A
6965 chr22 SUSD2
6966 chr19 ZNF253
6967 chr10 KIAA1217
6968 chr14 YLPM1
6969 chr9 RNF20
6970 chr20 TMX4
6971 chr1 SERTAD4
6972 chr7 MEPCE
6973 chr20 CTNNBL1
6974 chr8 C8orf44
6975 chr20 GPCPD1
6976 chr9 LRRC8A
6977 chr20 CPXM1
6978 chr1 CCBL2
6979 chr19 IRGC
6980 chrX BEX4
6981 chr2 IL36G
6982 chr19 SLC7A10
6983 chr12 PRMT8
6984 chr14 LTB4R2
6985 chrX CTPS2
6986 chr6 KCNQ5
6987 chr1 ERO1B
6988 chr4 SLC2A9
6989 chr12 DIABLO
6990 chr10 BCCIP
6991 chr3 EIF5A2
6992 chr3 CLDND1
6993 chr18 LINC00470
6994 chr10 C10orf2
6995 chr14 KCNK13
6996 chr2 KCNK12
6997 chr5 VTRNA1-3
6998 chr5 VTRNA1-2
6999 chr5 VTRNA1-1
7000 chr22 PANX2
7001 chr11 AKIP1
7002 chr11 C11orf16
7003 chr11 TMEM9B
7004 chr11 NRIP3
7005 chr10 SAR1A
7006 chr21 C21orf59
7007 chr8 JPH1
7008 chr20 SLC2A4RG
7009 chr9 BARHL1
7010 chr7 ZC3HAV1
7011 chr9 IFNK
7012 chr11 GPR137
7013 chr19 SPHK2
7014 chr3 RAD18
7015 chr18 CELF4
7016 chr1 CDC42SE1
7017 chr4 FSTL5
7018 chr2 UGGT1
7019 chr2 KCMF1
7020 chr8 C8orf4
7021 chr1 UBQLN4
7022 chr21 AGPAT3
7023 chr6 AGPAT4
7024 chr2 DPYSL5
7025 chr12 ANKS1B
7026 chr1 TMEM167B
7027 chr7 PAPOLB
7028 chr15 C15orf39
7029 chr18 SPIRE1
7030 chr2 STARD7
7031 chr21 MAP3K7CL
7032 chr11 IFT46
7033 chr20 OTOR
7034 chr19 EXOSC5
7035 chr4 SMARCAD1
7036 chr19 MEIS3
7037 chr2 C2orf83
7038 chr17 DHX33
7039 chr3 SEMA3G
7040 chr3 MCCC1
7041 chr3 LXN
7042 chr19 GPR108
7043 chr19 SPPL2B
7044 chr19 DUS3L
7045 chr11 SMCO4
7046 chr14 CCDC177
7047 chr12 ARNTL2
7048 chr6 DUSP22
7049 chr16 CMC2
7050 chr8 ENY2
7051 chr1 OLFML3
7052 chr14 SDR39U1
7053 chr19 XAB2
7054 chr1 SMYD2
7055 chr5 C5orf15
7056 chr17 NT5M
7057 chr1 OTUD7B
7058 chr19 SHD
7059 chr15 RGMA
7060 chr15 WDR93
7061 chr15 PARP6
7062 chr14 C14orf132
7063 chr17 ATXN7L3
7064 chr19 CEACAM19
7065 chr4 PRDM8
7066 chr5 PRDM9
7067 chr11 PRDM11
7068 chr18 PSMG2
7069 chr17 ADPRM
7070 chr15 DTWD1
7071 chr3 BBX
7072 chr5 CDC42SE2
7073 chr3 KIF15
7074 chr22 TOMM22
7075 chr12 CHPT1
7076 chr6 TULP4
7077 chr1 ADCK3
7078 chr3 ADAMTS9
7079 chr7 SDHAF3
7080 chr7 YAE1D1
7081 chr2 ACKR3
7082 chr11 CABP4
7083 chr7 AKR1B10
7084 chr16 COQ9
7085 chr3 CCNL1
7086 chr16 CIAPIN1
7087 chr16 C16orf62
7088 chr22 PDXP
7089 chr19 SLC17A7
7090 chr1 RSRP1
7091 chr7 ANKMY2
7092 chr4 UTP3
7093 chrY DAZ2
7094 chr3 PCBP4
7095 chr15 CASC5
7096 chr11 SLC17A6
7097 chr10 ENTPD7
7098 chr20 CASS4
7099 chr3 PCNP
7100 chr11 TRIM49
7101 chr8 CPA6
7102 chr1 PITHD1
7103 chr14 RPGRIP1
7104 chr12 PARP11
7105 chr12 ANO2
7106 chr12 TIGAR
7107 chr13 CYSLTR2
7108 chr9 REXO4
7109 chr3 HRASLS
7110 chr1 RAB25
7111 chr1 PGLYRP4
7112 chr4 INTS12
7113 chr6 GOPC
7114 chr12 LPAR5
7115 chr12 NUP107
7116 chr11 CD248
7117 chr19 CD177
7118 chr19 ATP13A1
7119 chr18 CHMP1B
7120 chr1 MAN1C1
7121 chr20 APMAP
7122 chr19 RGL3
7123 chr2 RNPEPL1
7124 chr2 RTN4
7125 chr14 ADCK1
7126 chr1 SCYL3
7127 chr20 RALGAPB
7128 chr8 SLURP1
7129 chr19 SLC44A2
7130 chr14 TMEM63C
7131 chr20 JPH2
7132 chr2 TRIM54
7133 chr14 PELI2
7134 chr2 PELI1
7135 chr1 GJC2
7136 chr20 SALL4
7137 chr22 ASPHD2
7138 chr20 ZNFX1
7139 chr9 DOLPP1
7140 chr1 CAMK1G
7141 chr11 CORO1B
7142 chr7 ACTR3B
7143 chr2 SLC39A10
7144 chr4 ANKRD50
7145 chr15 FAM219B
7146 chr15 ADAMTSL3
7147 chr19 VN1R1
7148 chr15 ATP10A
7149 chr4 ATP10D
7150 chr6 ADGRG6
7151 chr1 TP73-AS1
7152 chr13 SPRYD7
7153 chr2 TTC7A
7154 chr5 ERGIC1
7155 chr12 SMAGP
7156 chr6 SNX14
7157 chrX ZNF630
7158 chr4 DANCR
7159 chr19 KIR2DL5A
7160 chr20 CSRP2BP
7161 chr1 PBXIP1
7162 chr17 CBX8
7163 chr19 RCN3
7164 chr17 ZNF286A
7165 chr17 ZNF287
7166 chr3 SENP7
7167 chr16 JPH3
7168 chr14 RHOJ
7169 chrX TMEM27
7170 chr5 CLK4
7171 chr1 S100A14
7172 chr20 RAB22A
7173 chr3 ABHD6
7174 chr17 MIF4GD
7175 chr11 SCYL1
7176 chr10 AS3MT
7177 chr7 RHBDD2
7178 chr3 C3orf14
7179 chr19 WDR18
7180 chr2 BIRC6
7181 chr11 DSCAML1
7182 chr19 REXO1
7183 chr12 TMCC3
7184 chr12 PPM1H
7185 chr21 SCAF4
7186 chr3 HHATL
7187 chr20 SLC12A5
7188 chr19 PNMAL2
7189 chr1 LRRC47
7190 chr2 ERMN
7191 chr5 CNOT6
7192 chr11 GRAMD1B
7193 chrX SHROOM4
7194 chr16 USP31
7195 chrX KIAA1210
7196 chr4 KIAA1211
7197 chr4 RNF150
7198 chr1 ODF2L
7199 chr5 AHRR
7200 chr6 ARID1B
7201 chr3 HEG1
7202 chr12 RIMKLB
7203 chr2 KIDINS220
7204 chr6 AARS2
7205 chr20 MAVS
7206 chr17 INTS2
7207 chr6 XPO5
7208 chr13 COG6
7209 chr10 GPR158
7210 chr17 CASKIN2
7211 chr3 ARHGAP31
7212 chr6 SERINC1
7213 chr12 SRGAP1
7214 chr14 NYNRIN
7215 chr16 CASKIN1
7216 chrX PCDH19
7217 chr5 KCTD16
7218 chrX RGAG1
7219 chr6 HACE1
7220 chr17 NUFIP2
7221 chr4 TBC1D14
7222 chr4 SORCS2
7223 chr15 ALPK3
7224 chr2 WDR35
7225 chr7 ZNF398
7226 chr4 CC2D2A
7227 chr16 PDP2
7228 chr17 ZNF624
7229 chr1 IGSF9
7230 chr17 TAOK1
7231 chr1 LRRC7
7232 chr17 NLGN2
7233 chr5 SEMA6A
7234 chr11 USP35
7235 chr10 STAMBPL1
7236 chr3 IFT80
7237 chr5 ARRDC3
7238 chr4 KLHL8
7239 chr18 KLHL14
7240 chr11 ARHGAP20
7241 chr14 TRMT5
7242 chr11 CARNS1
7243 chr19 DOCK6
7244 chr4 PCDH10
7245 chr3 CCDC191
7246 chr6 FAM135A
7247 chr20 PREX1
7248 chr9 KCNT1
7249 chr6 TMEM181
7250 chr16 CRAMP1
7251 chr4 CFAP97
7252 chr1 ZNF687
7253 chr20 EBF4
7254 chr14 HOMEZ
7255 chrX PDZD4
7256 chr17 USP36
7257 chr8 KIAA1456
7258 chr4 SLAIN2
7259 chr12 DIP2B
7260 chr19 TSHZ3
7261 chr15 VPS18
7262 chr4 SHROOM3
7263 chr4 STIM2
7264 chr6 ZBTB2
7265 chr19 LRFN1
7266 chr2 NYAP2
7267 chr13 KLHL1
7268 chr2 DPP10
7269 chr4 SH3RF1
7270 chr3 LRRN1
7271 chr12 EP400
7272 chr1 ZSWIM5
7273 chr11 USP28
7274 chr12 DHX37
7275 chr3 KIAA1524
7276 chr19 GRAMD1A
7277 chr19 CAMSAP3
7278 chr19 USP29
7279 chr2 RDH14
7280 chr12 FBRSL1
7281 chr2 EPB41L5
7282 chr7 KIAA1549
7283 chr6 BEND3
7284 chr17 RNF213
7285 chr10 GPAM
7286 chr14 CHD8
7287 chr2 ZDBF2
7288 chr9 ZBTB26
7289 chr5 ZSWIM6
7290 chr11 LRRC4C
7291 chr17 TNRC6C
7292 chrX MAGEE1
7293 chr12 DDX55
7294 chr14 FANCM
7295 chr6 CPNE5
7296 chr10 FAM160B1
7297 chr9 GBA2
7298 chr10 WDFY4
7299 chr9 DENND1A
7300 chr1 MIER1
7301 chr19 ZNF529
7302 chr10 SFMBT2
7303 chr10 SEMA4G
7304 chr19 PRX
7305 chr19 ANO8
7306 chr9 GPR107
7307 chr15 IGDCC4
7308 chr18 EPG5
7309 chr2 ANKRD36B
7310 chr4 ZFYVE28
7311 chr4 GBA3
7312 chr20 TRIB3
7313 chr5 ANKRA2
7314 chr7 RBAK
7315 chr19 MARK4
7316 chr19 SUGP1
7317 chr1 BRINP2
7318 chr7 GATAD1
7319 chr16 RAB40C
7320 chr19 HAMP
7321 chr1 GRHL3
7322 chr1 SLAMF7
7323 chrX RAP2C
7324 chr19 CATSPERG
7325 chr1 ZP4
7326 chr11 KRTAP5-8
7327 chr2 SLC4A5
7328 chr14 ZNF410
7329 chr1 CADM3
7330 chr1 PTBP2
7331 chr16 WFDC1
7332 chr17 CXCL16
7333 chr15 SQRDL
7334 chr20 TP53INP2
7335 chr3 SRPRB
7336 chr17 TRAPPC1
7337 chr11 ZBED5
7338 chr11 CREBZF
7339 chr15 ABHD17C
7340 chr20 RPRD1B
7341 chr19 ZNF71
7342 chr19 ZNF77
7343 chr9 INIP
7344 chr21 JAM2
7345 chr20 OVOL2
7346 chr1 PRUNE
7347 chr10 ARHGAP22
7348 chr4 OSTC
7349 chr19 SCAF1
7350 chr19 CACTIN
7351 chr19 PRODH2
7352 chr1 DNASE2B
7353 chr1 DLGAP3
7354 chr19 EPS15L1
7355 chr3 SELK
7356 chr14 RBM25
7357 chr6 ABRACL
7358 chr16 PRM3
7359 chr1 IL22RA1
7360 chr4 IL21
7361 chr11 CARD18
7362 chr6 ENPP5
7363 chr1 HIVEP3
7364 chr21 EVA1C
7365 chrX ACE2
7366 chr12 NTN4
7367 chr19 UBL5
7368 chr11 SIGIRR
7369 chr9 PRDM12
7370 chr18 HRH4
7371 chr12 TRPV4
7372 chr17 SCPEP1
7373 chr3 SENP2
7374 chr17 ALOXE3
7375 chr3 GNB4
7376 chr1 KLHL12
7377 chr6 PBOV1
7378 chr4 AFAP1
7379 chr1 GPBP1L1
7380 chr12 C12orf10
7381 chrX FAM3A
7382 chr10 AVPI1
7383 chr17 SLC25A19
7384 chr7 EXOC4
7385 chr3 BPESC1
7386 chr6 BACH2
7387 chr6 ELOVL5
7388 chr2 SLC5A7
7389 chr14 SAV1
7390 chr6 TRMT11
7391 chr22 APOBEC3G
7392 chr11 CCDC90B
7393 chr11 CCDC81
7394 chr11 AASDHPPT
7395 chrX NYX
7396 chr2 AGBL5
7397 chr2 LDAH
7398 chr17 ELAC2
7399 chr4 SPCS3
7400 chr7 RINT1
7401 chr4 SCOC
7402 chr20 DHX35
7403 chr1 GAS5
7404 chr3 PROK2
7405 chr1 PAPPA2
7406 chr15 CELF6
7407 chr19 CELF5
7408 chr6 SMAP1
7409 chr4 TRAPPC11
7410 chr6 ZFAND3
7411 chr14 C14orf93
7412 chrX BCORL1
7413 chr17 SRR
7414 chr1 BCAN
7415 chr14 ABHD4
7416 chr3 RNF123
7417 chr17 UBE2O
7418 chr14 VIPAS39
7419 chr17 HEATR6
7420 chr8 SH2D4A
7421 chr3 NSUN3
7422 chrX DUSP21
7423 chr20 SLC17A9
7424 chr6 LINC01590
7425 chr20 ELMO2
7426 chr7 GALNT11
7427 chr5 ZBED8
7428 chr1 TNN
7429 chr3 CIDEC
7430 chr20 ZNF335
7431 chr20 ANKEF1
7432 chr22 XPNPEP3
7433 chr6 MCUR1
7434 chr19 ZNF667
7435 chr20 PCIF1
7436 chr20 FAM217B
7437 chr1 DMRTB1
7438 chr9 DMRTA1
7439 chr1 PRDM16
7440 chr21 PRDM15
7441 chr8 PRDM14
7442 chr7 FIGNL1
7443 chr11 ANO3
7444 chr2 PCGEM1
7445 chr13 RBM26
7446 chr16 PRSS22
7447 chr1 OXCT2
7448 chr6 PERP
7449 chr11 MMP27
7450 chr10 CDH23
7451 chr19 C19orf33
7452 chr9 SLC28A3
7453 chr2 RBKS
7454 chr10 PBLD
7455 chr3 CLSTN2
7456 chr8 SNX16
7457 chr21 SAMSN1
7458 chr14 SMOC1
7459 chr6 SMOC2
7460 chr20 GFRA4
7461 chr5 EPB41L4A
7462 chr22 PARVG
7463 chr19 ELSPBP1
7464 chrX TNMD
7465 chr5 CENPK
7466 chr10 C10orf54
7467 chr17 DUS1L
7468 chr1 RRAGC
7469 chr17 FN3K
7470 chr1 ADGRL4
7471 chr19 LIN7B
7472 chr16 XYLT1
7473 chr17 XYLT2
7474 chr2 IFIH1
7475 chr16 PDF
7476 chr17 C17orf75
7477 chr5 ERAP2
7478 chr9 CARD9
7479 chr16 DPEP2
7480 chr16 DPEP3
7481 chr14 EDDM3B
7482 chr14 IRF2BPL
7483 chr10 DNAJC1
7484 chr1 SEMA4A
7485 chr15 STRA6
7486 chr7 HERPUD2
7487 chr2 ATL2
7488 chr8 PDLIM2
7489 chr16 PAPD5
7490 chr2 RAB17
7491 chr16 RHBDF1
7492 chr2 RNF25
7493 chr1 RFWD2
7494 chr7 LMBR1
7495 chr13 XPO4
7496 chr12 ARHGAP9
7497 chr2 HS1BP3
7498 chr19 HIF3A
7499 chr5 SIL1
7500 chr12 IKZF4
7501 chr10 IKZF5
7502 chr19 CHST8
7503 chr1 GREM2
7504 chr3 ZMAT3
7505 chr2 GMCL1
7506 chr16 AKTIP
7507 chr20 CDH22
7508 chr1 RGS18
7509 chr15 KLHL25
7510 chr5 ARAP3
7511 chr20 GZF1
7512 chr5 C5orf28
7513 chr7 TMEM168
7514 chr9 SUSD1
7515 chr3 ATG3
7516 chr14 INF2
7517 chr12 SUDS3
7518 chr2 TTC31
7519 chr10 ZDHHC6
7520 chr14 PCNX4
7521 chr12 ACTR6
7522 chr7 LINC00244
7523 chr16 LINC00235
7524 chr16 TPSB2
7525 chr6 ALDH8A1
7526 chr14 GPR135
7527 chrY TSPY2
7528 chr7 GIGYF1
7529 chr20 VPS16
7530 chr8 EBF2
7531 chrX SPANXC
7532 chr2 ANAPC1
7533 chr3 GORASP1
7534 chr2 COPS7B
7535 chr1 NUCKS1
7536 chr16 PDIA2
7537 chr16 UNKL
7538 chr16 LINC00254
7539 chr1 SMAP2
7540 chr1 ACBD3
7541 chr17 SMURF2
7542 chr7 CCDC136
7543 chr1 SMYD3
7544 chr16 C16orf58
7545 chr1 ATPAF1
7546 chr1 MARC1
7547 chr7 TNS3
7548 chr8 FAM160B2
7549 chr7 PARP12
7550 chr19 ZNF574
7551 chr7 CREB3L2
7552 chr1 S100PBP
7553 chr3 CCDC14
7554 chr6 C6orf106
7555 chr17 ENGASE
7556 chr5 RMND5B
7557 chr22 CERK
7558 chr15 AEN
7559 chr1 RBM15
7560 chr15 CRTC3
7561 chr16 GINS3
7562 chr12 TBC1D15
7563 chr11 EPS8L2
7564 chr16 LMF1
7565 chr1 EXO5
7566 chr1 CEP85
7567 chr9 DDX31
7568 chr2 RMND5A
7569 chr15 IQCH
7570 chr22 EFCAB6
7571 chr3 P2RY12
7572 chr14 IL25
7573 chr7 CYP3A43
7574 chr1 ELOVL1
7575 chr11 KLC2
7576 chr2 FNDC4
7577 chr5 FBXL17
7578 chr17 SPATA20
7579 chr5 YTHDC2
7580 chr11 TUT1
7581 chr9 FAM129B
7582 chr1 VWA1
7583 chr1 DCLRE1B
7584 chrX ARMCX5
7585 chr15 RFX7
7586 chr3 CDCP1
7587 chr13 PCDH20
7588 chr2 PAPOLG
7589 chr20 LPIN3
7590 chr5 AGXT2
7591 chr14 BCL11B
7592 chr7 CASD1
7593 chr5 SLC30A5
7594 chr3 CCDC71
7595 chr19 RASAL3
7596 chr15 TTC23
7597 chr3 NT5DC2
7598 chr5 CENPH
7599 chr3 SLC26A6
7600 chr12 SLC26A10
7601 chr1 PINK1
7602 chr2 REEP1
7603 chr16 ACD
7604 chr2 RAPH1
7605 chr2 CDK15
7606 chr2 TMEM237
7607 chr22 RTN4R
7608 chr12 VPS33A
7609 chr9 NOL6
7610 chr11 TMEM135
7611 chr1 JMJD4
7612 chr19 KRI1
7613 chr1 MARCKSL1
7614 chrX UPF3B
7615 chr13 UPF3A
7616 chr12 RSRC2
7617 chr1 PRAMEF1
7618 chr1 PRAMEF2
7619 chr2 SOWAHC
7620 chr12 WNK1
7621 chr10 PCDH15
7622 chr12 SPATS2
7623 chr19 ZSWIM4
7624 chr5 C5orf42
7625 chr19 ZNF649
7626 chr17 UBE2Z
7627 chr17 WNK4
7628 chrX WNK3
7629 chr9 WNK2
7630 chr11 STK33
7631 chr1 PHACTR4
7632 chr19 ZSCAN18
7633 chr5 GRAMD3
7634 chr12 AACS
7635 chr8 ZBTB10
7636 chr16 ZNF747
7637 chr6 DLK2
7638 chr20 DDRGK1
7639 chr4 RASL11B
7640 chr11 C11orf95
7641 chr3 TMEM108
7642 chr2 TRAK2
7643 chr2 BOLL
7644 chr8 DUSP26
7645 chr3 CRELD1
7646 chr2 COLEC11
7647 chr19 YIPF2
7648 chr8 RHPN1-AS1
7649 chr1 AUNIP
7650 chr19 C19orf43
7651 chr17 MIS12
7652 chr16 SLX1B
7653 chr10 DDX50
7654 chr3 CAMKV
7655 chr19 DDA1
7656 chr7 GGCT
7657 chr17 GID4
7658 chr22 CENPM
7659 chr7 C7orf25
7660 chr12 TMEM106C
7661 chr12 NUP37
7662 chr11 AHNAK
7663 chr7 ZNF655
7664 chr1 ERI3
7665 chr7 C7orf26
7666 chr19 KXD1
7667 chr7 PVRIG
7668 chr14 ZFYVE21
7669 chr12 DDX54
7670 chr19 TMEM38A
7671 chr19 KCTD15
7672 chr9 SECISBP2
7673 chr11 ALG8
7674 chr2 TRPM8
7675 chr17 ASPSCR1
7676 chr2 ATG9A
7677 chr16 FTO
7678 chr13 KDELC1
7679 chr4 ELOVL6
7680 chr11 TMEM109
7681 chr2 C2orf49
7682 chr16 DCTPP1
7683 chr1 C1orf50
7684 chr11 CCDC86
7685 chr11 LBHD1
7686 chr2 MLPH
7687 chr1 WDR77
7688 chr19 SLC25A23
7689 chr19 SMIM7
7690 chr22 ALG12
7691 chr17 TMUB2
7692 chr17 CARD14
7693 chr15 CHAC1
7694 chr11 C11orf49
7695 chr11 TRIM48
7696 chr11 RNF26
7697 chr17 DHX58
7698 chr20 NDUFAF5
7699 chr2 TMEM185B
7700 chrX APOO
7701 chr2 FAM134A
7702 chr8 DERL1
7703 chr17 PHF23
7704 chr8 CHCHD7
7705 chr19 FKRP
7706 chr19 ZSCAN5A
7707 chr16 FA2H
7708 chr16 GDPD3
7709 chr4 TNIP2
7710 chr12 GNPTAB
7711 chr7 TMEM243
7712 chr1 C1orf35
7713 chr19 RBM42
7714 chr2 CENPO
7715 chr19 C19orf57
7716 chr22 CRELD2
7717 chr20 ZNF343
7718 chr10 FBXL15
7719 chr19 ZNF576
7720 chr1 EFHD2
7721 chrX BRCC3
7722 chr19 FSD1
7723 chr16 IRX6
7724 chr16 IRX3
7725 chr19 ZNF557
7726 chr9 DCAF10
7727 chr3 OR5H6
7728 chr3 OR5H2
7729 chr14 OR4K5
7730 chr11 OR51G1
7731 chr1 RSG1
7732 chr3 ZXDC
7733 chrX HMGN5
7734 chr1 FCRL2
7735 chr12 B3GNT4
7736 chr12 BCL2L14
7737 chr16 KREMEN2
7738 chr3 ZBED2
7739 chr17 C17orf62
7740 chr4 HAUS3
7741 chr3 LRRC2
7742 chr20 BIRC7
7743 chr14 WDR25
7744 chr16 PAGR1
7745 chr6 ULBP3
7746 chr1 DLEU2L
7747 chr11 OR52N1
7748 chr1 OR4F5
7749 chr6 OR2A4
7750 chr14 OR4K1
7751 chr2 C2orf47
7752 chr3 ATP13A3
7753 chr1 TTC13
7754 chr1 EPS8L3
7755 chr19 ABHD8
7756 chr1 CDC73
7757 chr2 SPAG16
7758 chr2 CHPF
7759 chr13 CARS2
7760 chrX RNF128
7761 chr2 SAP130
7762 chr13 RNF219
7763 chr3 CEP97
7764 chr12 ADIPOR2
7765 chr1 PGBD5
7766 chr11 FAM118B
7767 chr12 ACSS3
7768 chr5 CCNJL
7769 chr8 HMBOX1
7770 chr13 RNASEH2B
7771 chr16 SNRNP25
7772 chr2 GALNT14
7773 chr1 TNFAIP8L2
7774 chr6 OGFRL1
7775 chr19 OCEL1
7776 chr1 C1orf54
7777 chr15 EFL1
7778 chr6 FAM184A
7779 chr2 SCRN3
7780 chr2 CCDC121
7781 chr17 ARMC7
7782 chr17 CHMP6
7783 chr4 SRD5A3
7784 chr5 PANK3
7785 chr1 AKIRIN1
7786 chr16 USB1
7787 chr17 RHBDF2
7788 chr1 BEND5
7789 chr4 ARHGAP10
7790 chr11 DYNC2H1
7791 chr3 HSPBAP1
7792 chr17 DHX40
7793 chr5 PARP8
7794 chr9 ZCCHC6
7795 chr11 NLRX1
7796 chr19 ZNF329
7797 chr3 VEPH1
7798 chr12 OGFOD2
7799 chr2 SMC6
7800 chr1 VTCN1
7801 chr6 ZDHHC14
7802 chr11 MSANTD2
7803 chr5 SAP30L
7804 chr7 STEAP4
7805 chr7 GAL3ST4
7806 chr1 YRDC
7807 chr6 MANEA
7808 chr9 GALNT12
7809 chr14 ZC2HC1C
7810 chr8 ZMAT4
7811 chr1 ZYG11B
7812 chr11 C11orf80
7813 chr7 PRKRIP1
7814 chr3 CCDC51
7815 chr3 TBL1XR1
7816 chr15 AAGAB
7817 chr12 VPS37B
7818 chr16 ZNF768
7819 chr16 WDR59
7820 chr1 LIN28A
7821 chr11 E2F8
7822 chr22 KCTD17
7823 chr3 ZBBX
7824 chr19 ZNF419
7825 chr2 CLIP4
7826 chr10 ECHDC3
7827 chr15 LMAN1L
7828 chr3 ZNF385D
7829 chr11 SLC25A22
7830 chr17 ZNF750
7831 chr13 DHRS12
7832 chr16 ZNF668
7833 chr19 GEMIN7
7834 chr1 C1orf115
7835 chr16 ELMO3
7836 chr5 TXNDC15
7837 chr13 GRTP1
7838 chr17 ACBD4
7839 chr7 MICALL2
7840 chr11 CCDC82
7841 chr12 RERGL
7842 chr16 KLHL36
7843 chr19 ZNF665
7844 chr14 CLMN
7845 chr16 FBXO31
7846 chr12 C12orf49
7847 chr11 ALG9
7848 chr11 ZNF408
7849 chr16 SHCBP1
7850 chr1 HHIPL2
7851 chr10 HPS6
7852 chr1 VASH2
7853 chr4 GSTCD
7854 chr2 TTC21B
7855 chr5 PTCD2
7856 chr9 EHMT1
7857 chr1 AGMAT
7858 chr19 ZNF552
7859 chr1 WDR78
7860 chr18 ARHGAP28
7861 chr2 CAMKMT
7862 chr3 EFCC1
7863 chr2 METTL8
7864 chr1 ZMYM1
7865 chr11 QSER1
7866 chr2 GEMIN6
7867 chr15 PEAK1
7868 chrX LONRF3
7869 chr16 TMC5
7870 chr18 CCDC102B
7871 chr11 AGBL2
7872 chr11 ZBTB3
7873 chr2 FAM124B
7874 chr5 ZDHHC11
7875 chr8 RNF122
7876 chr8 CSPP1
7877 chr11 PDZD3
7878 chr17 FAM57A
7879 chr19 EPHX3
7880 chr12 FLJ13224
7881 chr18 RBFA
7882 chr11 C11orf63
7883 chr6 TREML2
7884 chr12 TCTN2
7885 chrX ALG13
7886 chr11 CPSF7
7887 chr8 BAALC
7888 chr7 CBLL1
7889 chr16 RABEP2
7890 chr3 UBA5
7891 chr17 DCAKD
7892 chr22 CCDC134
7893 chr14 ZC3H14
7894 chr4 MAP9
7895 chr3 HDAC11
7896 chr5 LPCAT1
7897 chr14 RIN3
7898 chr19 ZNF671
7899 chr1 ZNF672
7900 chr15 ATP8B4
7901 chr19 ZNF613
7902 chr2 CYBRD1
7903 chr17 NUP85
7904 chr16 TMC7
7905 chr20 ACTR5
7906 chr17 ATAD5
7907 chr22 ADM2
7908 chr5 SPEF2
7909 chr5 DOK3
7910 chr4 TNIP3
7911 chr1 KIAA0319L
7912 chr19 ADCK4
7913 chr19 CNTD2
7914 chr19 SLC35E1
7915 chr6 LINC00472
7916 chr14 L2HGDH
7917 chr1 DHDDS
7918 chr20 SYNDIG1
7919 chr10 PDZD7
7920 chr9 ERMP1
7921 chr1 PAQR6
7922 chr19 DENND1C
7923 chr18 CEP76
7924 chr1 DENND2D
7925 chr12 DNAJC22
7926 chr4 ABCA11P
7927 chr4 SCD5
7928 chr15 WDR76
7929 chr1 WLS
7930 chr19 ZNF442
7931 chr7 CPED1
7932 chr8 GRHL2
7933 chrX TRMT2B
7934 chr20 DSN1
7935 chr6 FRMD1
7936 chr4 DNAJB14
7937 chr19 ZNF702P
7938 chr7 TTC26
7939 chr10 OBFC1
7940 chr5 ELOVL7
7941 chr2 ANKRD53
7942 chr18 GREB1L
7943 chr16 ESRP2
7944 chr8 DOCK5
7945 chr5 TRAPPC13
7946 chr10 C10orf88
7947 chr4 TMEM156
7948 chr3 PHC3
7949 chr10 FAM188A
7950 chr4 WWC2
7951 chr14 C14orf159
7952 chr10 UBTD1
7953 chr15 TMEM62
7954 chr20 NRSN2
7955 chr7 FBXL18
7956 chr15 SEMA6D
7957 chr19 ZNF556
7958 chr2 CSRNP3
7959 chr9 TRPM3
7960 chr17 FAM106A
7961 chr1 GPR157
7962 chr2 PGAP1
7963 chr16 ATF7IP2
7964 chr2 DCAF17
7965 chr19 ZNF606
7966 chr5 ZFP2
7967 chr19 ZNF614
7968 chr3 C3orf36
7969 chr22 BAIAP2L2
7970 chr15 PIF1
7971 chr8 VCPIP1
7972 chr15 CCDC33
7973 chr1 TRIM46
7974 chr6 CCDC170
7975 chr19 LRRC8E
7976 chr1 MROH9
7977 chr1 RPF1
7978 chr8 ZNF703
7979 chr9 PTGES2
7980 chr4 FRAS1
7981 chr2 UXS1
7982 chr1 ZC3H12A
7983 chr11 ASRGL1
7984 chr16 CENPT
7985 chr15 EDC3
7986 chr4 CWH43
7987 chr11 ATHL1
7988 chr17 CTC1
7989 chr9 IFT74
7990 chr1 SPSB1
7991 chr16 C16orf59
7992 chr13 KIAA0226L
7993 chr12 CEP290
7994 chr8 TTI2
7995 chr11 TMEM134
7996 chr12 RNF34
7997 chr16 CHD9
7998 chr18 FHOD3
7999 chr19 OPA3
8000 chr15 SPG11
8001 chr13 PROSER1
8002 chr2 ARMC9
8003 chr2 COQ10B
8004 chr17 ACSF2
8005 chr1 TARS2
8006 chr8 RAB11FIP1
8007 chr14 NUBPL
8008 chr11 PAAF1
8009 chr7 ORAI2
8010 chrX CXorf21
8011 chr3 PIGZ
8012 chr15 ELL3
8013 chr8 PREX2
8014 chr3 CEP63
8015 chr2 SLC35F5
8016 chrX EFHC2
8017 chr16 C16orf70
8018 chr1 TRIM45
8019 chr19 ZNF430
8020 chr1 EDEM3
8021 chr16 HSD3B7
8022 chr19 ITPKC
8023 chr4 GRPEL1
8024 chr17 CDK5RAP3
8025 chr2 EFHD1
8026 chr2 C2orf44
8027 chr22 TRABD
8028 chr1 FLAD1
8029 chr10 LRRC27
8030 chr10 EPC1
8031 chr5 CPEB4
8032 chr6 ZKSCAN3
8033 chr4 CXXC4
8034 chr17 SP6
8035 chr3 CEP70
8036 chr18 CCDC68
8037 chr12 PUS1
8038 chr3 ABTB1
8039 chr2 WNT10A
8040 chr6 ULBP2
8041 chr6 ULBP1
8042 chr20 DNAJC5
8043 chr20 ADAM33
8044 chr4 KCNIP4
8045 chr3 WDR82
8046 chr20 PABPC1L
8047 chr1 TRAF3IP3
8048 chr17 COASY
8049 chr15 WDR61
8050 chr10 TNKS2
8051 chr15 CD276
8052 chr2 TSGA10
8053 chr9 AKNA
8054 chr19 PBX4
8055 chr12 ACAD10
8056 chr19 KIAA1683
8057 chr7 TTYH3
8058 chr8 ARHGAP39
8059 chr3 TSEN2
8060 chr17 AARSD1
8061 chr14 TMEM121
8062 chr5 PRR7
8063 chr6 KHDC1
8064 chr10 ITIH5
8065 chr12 SPX
8066 chr15 STARD5
8067 chr17 LIMD2
8068 chr2 TMEM177
8069 chr19 B9D2
8070 chr16 CYB5B
8071 chr8 ZNF34
8072 chr21 COL18A1
8073 chr11 INTS5
8074 chr16 CMIP
8075 chr18 ASXL3
8076 chr4 CEP44
8077 chr1 ZNF436
8078 chr7 EEPD1
8079 chr14 DDHD1
8080 chrX BHLHB9
8081 chr12 DUSP16
8082 chr11 ZFP91
8083 chr22 APOL6
8084 chr22 APOL4
8085 chr22 APOL3
8086 chr1 TAS1R1
8087 chr3 GRIP2
8088 chr4 SETD7
8089 chr1 GJA9
8090 chr20 TUBB1
8091 chr20 ZBP1
8092 chr20 SLC2A10
8093 chr17 KCNH6
8094 chr8 SLC25A32
8095 chr18 COLEC12
8096 chr11 OR8J3
8097 chr11 OR4C15
8098 chr11 OR4A5
8099 chr11 OR4A16
8100 chr11 OR4A15
8101 chr11 OR10W1
8102 chr7 OR2AE1
8103 chr1 OR6N2
8104 chr1 OR2C3
8105 chr11 PTDSS2
8106 chr16 ITFG1
8107 chr14 SGPP1
8108 chr12 SLC38A1
8109 chr14 TMX1
8110 chr21 LRRC3
8111 chr11 GDPD5
8112 chr5 FBXO38
8113 chr8 STMN4
8114 chr7 VOPP1
8115 chr7 WBSCR16
8116 chr15 VWA9
8117 chr17 FAM117A
8118 chr1 TRIM11
8119 chr2 LMAN2L
8120 chr1 C1orf21
8121 chr12 CSRNP2
8122 chr6 TXNDC5
8123 chr11 CLPB
8124 chr20 PDRG1
8125 chr1 ANKRD13C
8126 chr6 COL21A1
8127 chr13 CDADC1
8128 chr10 TRIM8
8129 chr9 URM1
8130 chr20 FAM83D
8131 chr1 ANP32E
8132 chr2 TMEM163
8133 chr13 CAB39L
8134 chr2 ITM2C
8135 chr16 CDT1
8136 chr11 UNC93B1
8137 chr13 DIAPH3
8138 chr1 SHCBP1L
8139 chr1 TRMT1L
8140 chr7 TSC22D4
8141 chr1 CCNL2
8142 chr17 VMP1
8143 chr6 C6orf62
8144 chr9 ISCA1
8145 chr14 AMN
8146 chr6 OR2B2
8147 chr9 DOCK8
8148 chr8 RNF170
8149 chr5 ADAMTS12
8150 chr19 ADAMTS10
8151 chr18 NETO1
8152 chr1 VANGL1
8153 chr7 TRIM56
8154 chr11 SBF2
8155 chr6 RNF146
8156 chr1 ST6GALNAC5
8157 chr6 TMEM14B
8158 chr10 SFXN3
8159 chr19 ZNF611
8160 chr8 SHARPIN
8161 chr17 KRTAP4-6
8162 chr1 ISG20L2
8163 chrX LAS1L
8164 chr19 QTRT1
8165 chr14 SLIRP
8166 chr20 CABLES2
8167 chr18 SEH1L
8168 chr11 KIF18A
8169 chr19 ZNF93
8170 chr9 HDHD3
8171 chrY PCDH11Y
8172 chr10 ELOVL3
8173 chr1 FCRL4
8174 chr15 ADPGK
8175 chr1 SH3BGRL3
8176 chr6 SF3B5
8177 chr12 GSG1
8178 chr13 CCDC70
8179 chr4 SLC25A31
8180 chr12 PUS7L
8181 chr7 ABHD11
8182 chr4 RAB33B
8183 chr12 CDCA3
8184 chr15 APH1B
8185 chr12 GLT8D2
8186 chr18 KATNAL2
8187 chr19 DOHH
8188 chr4 ARHGAP24
8189 chr1 DDX59
8190 chr8 EPPK1
8191 chr8 SCRT1
8192 chr17 TTC25
8193 chr18 CHST9
8194 chr1 NUF2
8195 chr20 FAM110A
8196 chr9 AIF1L
8197 chr13 COG3
8198 chrX GPR101
8199 chr6 TAAR8
8200 chr7 TMUB1
8201 chr1 RASSF5
8202 chr5 NUDT12
8203 chr8 SOX7
8204 chr19 BCL2L12
8205 chr7 CCM2
8206 chr22 GUCD1
8207 chr2 AMMECR1L
8208 chr19 C19orf12
8209 chr15 FAM103A1
8210 chr10 FAM107B
8211 chr22 SELO
8212 chr10 CCDC3
8213 chr8 LINC00208
8214 chr8 FAM167A-AS1
8215 chr16 DYNLRB2
8216 chr20 DYNLRB1
8217 chr3 PARP9
8218 chr1 SESN2
8219 chrX CD99L2
8220 chr16 HSDL1
8221 chr14 RPS6KL1
8222 chr12 RHNO1
8223 chr8 TRAPPC9
8224 chr5 SLC4A9
8225 chr6 SH3BGRL2
8226 chr11 JAM3
8227 chr11 FERMT3
8228 chr11 TRPT1
8229 chr12 NRIP2
8230 chr16 YPEL3
8231 chr16 FAM57B
8232 chr12 INHBE
8233 chr22 SLC25A18
8234 chr5 ATG10
8235 chr20 ITCH
8236 chr19 GRWD1
8237 chr22 L3MBTL2
8238 chr12 RBP5
8239 chr6 KCNK16
8240 chrX USP26
8241 chr13 SETDB2
8242 chr19 ANGPTL6
8243 chr19 KLF16
8244 chr9 FSD1L
8245 chr1 ATAD3B
8246 chr10 TAF3
8247 chrY TTTY5
8248 chr17 RAB34
8249 chr22 TBC1D10A
8250 chr11 BCO2
8251 chr19 USHBP1
8252 chr2 CDCA7
8253 chr17 TSPAN10
8254 chr5 SLC25A2
8255 chr16 PRSS27
8256 chr4 FGFBP2
8257 chr19 WDR87
8258 chr5 SPATA9
8259 chr4 SNX25
8260 chr12 KCTD10
8261 chr3 SPATA16
8262 chr4 TTC29
8263 chr17 KRTAP9-2
8264 chr17 KRTAP9-3
8265 chr17 KRTAP9-8
8266 chr17 GSG2
8267 chr7 STARD3NL
8268 chr1 SPRTN
8269 chr11 TMEM133
8270 chr10 RASSF4
8271 chr3 EIF2A
8272 chr8 TATDN1
8273 chr5 TSSK1B
8274 chr7 IMMP2L
8275 chr1 FCAMR
8276 chr19 TSSK6
8277 chr16 SPNS1
8278 chr19 CCDC8
8279 chr5 FAM172A
8280 chr17 BRIP1
8281 chr7 CTTNBP2
8282 chr22 KREMEN1
8283 chr11 TMPRSS13
8284 chr3 B3GNT5
8285 chr18 EMILIN2
8286 chr13 KATNAL1
8287 chr2 WDR54
8288 chr5 ADGRV1
8289 chr6 DTNBP1
8290 chr1 TEX35
8291 chr11 FAM160A2
8292 chr4 SLC10A7
8293 chr12 FAM186B
8294 chr6 ARMC2
8295 chr17 QRICH2
8296 chr14 FSCB
8297 chr3 C3orf20
8298 chr13 KBTBD7
8299 chr16 ENKD1
8300 chr17 NSRP1
8301 chr2 ZRANB3
8302 chr2 RAB6C
8303 chr6 FBXO30
8304 chr3 ARL6
8305 chr12 USP44
8306 chr4 C4orf17
8307 chr19 PRAM1
8308 chr3 ZIC4
8309 chr10 PCGF6
8310 chr4 QRFPR
8311 chr7 ZNF394
8312 chr3 ATRIP
8313 chr2 WDR75
8314 chr3 ACAD11
8315 chr9 CEP78
8316 chr7 USP42
8317 chr1 TOMM40L
8318 chr5 UTP15
8319 chr16 SLC7A6OS
8320 chr1 SYDE2
8321 chr1 ZNF644
8322 chr16 KAT8
8323 chr11 RNASEH2C
8324 chr6 RPF2
8325 chr10 ARID5B
8326 chr7 GTF2IRD2
8327 chr22 ASCC2
8328 chr19 C19orf44
8329 chr2 ANTXR1
8330 chr10 LOXL4
8331 chr2 ELMOD3
8332 chr20 SLA2
8333 chr20 CHD6
8334 chr7 FAM188B
8335 chr9 ZCCHC7
8336 chrX TMEM164
8337 chr11 FAR1
8338 chr13 SLITRK6
8339 chr15 FAM96A
8340 chr14 SETD3
8341 chr1 USP48
8342 chr19 ZNF541
8343 chr12 TMEM117
8344 chr1 ZMYND12
8345 chr16 WDR24
8346 chr22 TMEM191A
8347 chr3 IQCG
8348 chr17 ZMYND15
8349 chr2 C2orf16
8350 chr16 DRC7
8351 chr1 LRRC8C
8352 chr16 TRAF7
8353 chr3 ATP13A4
8354 chr5 ZCCHC9
8355 chr1 ZDHHC18
8356 chr3 FYTTD1
8357 chr5 PSD2
8358 chr1 SGIP1
8359 chr9 GARNL3
8360 chr7 SLC37A3
8361 chr11 DCUN1D5
8362 chr19 FBXW9
8363 chr7 PSMG3
8364 chr9 HSDL2
8365 chr16 HAGHL
8366 chr19 ALKBH7
8367 chr17 RPAIN
8368 chr2 CHCHD5
8369 chr9 CARD19
8370 chr2 YIPF4
8371 chr12 COQ5
8372 chr7 DNAJC30
8373 chr9 MFSD14C
8374 chr11 BTBD10
8375 chr17 RNF135
8376 chr1 TMEM79
8377 chr1 NTPCR
8378 chr11 EIF1AD
8379 chr10 ZDHHC16
8380 chr1 EFCAB2
8381 chr2 ING5
8382 chr16 CAPNS2
8383 chr19 WDR83
8384 chr10 FAM213A
8385 chrX PHF6
8386 chr8 GINS4
8387 chr1 DDI2
8388 chr9 TMEM246
8389 chr3 CHCHD6
8390 chr11 NUDT22
8391 chr16 NUDT16L1
8392 chr7 C7orf50
8393 chr14 BRMS1L
8394 chr17 VPS25
8395 chr17 TMEM107
8396 chr2 CCDC115
8397 chr12 CCDC77
8398 chr1 ACBD6
8399 chr5 ZBED3
8400 chr12 HVCN1
8401 chr19 ZNF414
8402 chr10 PCGF5
8403 chr14 APOPT1
8404 chr19 AKT1S1
8405 chr17 TMEM101
8406 chr19 ELOF1
8407 chr16 COG8
8408 chr3 HPS3
8409 chr11 ARFGAP2
8410 chr2 C2orf40
8411 chr5 CYSTM1
8412 chr1 PROK1
8413 chr7 CARD11
8414 chr19 ZNF528
8415 chr11 MSANTD4
8416 chr14 HHIPL1
8417 chr17 RAB11FIP4
8418 chr19 DOT1L
8419 chr19 BRSK1
8420 chr11 SYVN1
8421 chr4 ABLIM2
8422 chr19 ZNF333
8423 chr1 EFCAB7
8424 chr6 L3MBTL3
8425 chr10 PHYHIPL
8426 chr16 SLX4
8427 chr5 MEGF10
8428 chr16 SPIRE2
8429 chr14 JPH4
8430 chr19 ZNF527
8431 chr17 GHDC
8432 chr20 MCM8
8433 chr16 DCTN5
8434 chr3 ACTRT3
8435 chr12 ACRBP
8436 chr2 ZC3H8
8437 chr19 ZNF559
8438 chr15 C15orf41
8439 chr20 ACSS1
8440 chr3 KBTBD8
8441 chr2 KIAA1841
8442 chr19 SNORD35B
8443 chr6 PGBD1
8444 chrX TMEM185A
8445 chr18 PARD6G
8446 chr6 FAXC
8447 chr4 COL25A1
8448 chr17 KRTAP4-4
8449 chr1 NT5C1A
8450 chr20 ZGPAT
8451 chr17 ZNF594
8452 chr11 KIRREL3
8453 chr6 FNDC1
8454 chr7 KRBA1
8455 chr9 NTNG2
8456 chr7 TNRC18
8457 chrX SLITRK2
8458 chr10 AFAP1L2
8459 chrX GPR174
8460 chr4 USP38
8461 chr22 C22orf23
8462 chr11 DGAT2
8463 chr13 EBPL
8464 chr5 SPINK7
8465 chr5 SPZ1
8466 chr16 GLYR1
8467 chr19 ADGRE3
8468 chr14 RNASE7
8469 chr3 RETNLB
8470 chr17 HES7
8471 chr7 FAM126A
8472 chr17 USP32
8473 chr19 ZNF347
8474 chr8 TRIM55
8475 chr21 DSCR8
8476 chrX SLC9A7
8477 chr11 ACCS
8478 chr14 INSM2
8479 chr17 PPP1R9B
8480 chr9 C9orf24
8481 chr17 SPATA22
8482 chr7 FAM71F1
8483 chr3 CCDC54
8484 chr6 GJA10
8485 chr12 CAPS2
8486 chr19 CREB3L3
8487 chr20 COX4I2
8488 chr19 GTPBP3
8489 chr16 GPT2
8490 chr19 HDGFRP2
8491 chr9 PRRC2B
8492 chr12 SPSB2
8493 chr17 CBX2
8494 chr12 UNC119B
8495 chr12 USP30
8496 chr16 B3GNT9
8497 chr2 PCGF1
8498 chr19 ZNF577
8499 chr19 ZNF607
8500 chr10 PYROXD2
8501 chr19 C19orf48
8502 chr1 PERM1
8503 chr1 CROCCP2
8504 chr11 BUD13
8505 chr17 TXNDC17
8506 chr1 FCRLA
8507 chr2 SFT2D3
8508 chr6 ADTRP
8509 chr10 USMG5
8510 chr3 ABHD14B
8511 chr14 ARHGAP5-AS1
8512 chr19 RAX2
8513 chr1 HPDL
8514 chr22 PHF5A
8515 chr7 LINC00525
8516 chr5 TRIM52
8517 chr22 KLHL22
8518 chr11 PTPN5
8519 chr4 CBR4
8520 chr12 ZC3H10
8521 chr3 ADGRG7
8522 chr2 ZNF514
8523 chr8 PARP10
8524 chr12 ORAI1
8525 chr19 ZBTB45
8526 chr1 MFSD2A
8527 chr10 AIFM2
8528 chr9 ZDHHC12
8529 chr1 C1orf198
8530 chr10 ADO
8531 chr3 POMGNT2
8532 chr10 FBXO18
8533 chr15 LINGO1
8534 chr9 FAM73B
8535 chr10 ATAD1
8536 chr19 CEP89
8537 chr20 ZNF341
8538 chr2 FAM136A
8539 chr9 C9orf3
8540 chr2 TMEM87B
8541 chr19 ZNF382
8542 chr7 SLC35B4
8543 chr2 ATOH8
8544 chr12 FAM222A
8545 chr16 UTP4
8546 chr6 LRP11
8547 chr12 ALG10
8548 chr17 FAM104A
8549 chr19 ZNF566
8550 chr12 SPRYD3
8551 chr9 FIBCD1
8552 chr10 MASTL
8553 chr14 RAB2B
8554 chr16 ZNRF1
8555 chr1 ATG4C
8556 chr17 CORO6
8557 chr19 HSH2D
8558 chr15 WDR73
8559 chr13 ABHD13
8560 chr17 TNS4
8561 chr8 NUDCD1
8562 chr11 RELT
8563 chr11 UBASH3B
8564 chr17 FBXL20
8565 chr19 ALKBH6
8566 chr1 C1orf94
8567 chr19 ATG4D
8568 chr9 SNHG7
8569 chr1 DISP1
8570 chr15 FRMD5
8571 chr17 MIR22HG
8572 chr3 CEP19
8573 chr8 FAM83A
8574 chr10 ARHGAP19
8575 chr12 COX14
8576 chr10 RBM17
8577 chr21 URB1-AS1
8578 chr12 RERG
8579 chr4 TMEM128
8580 chr9 TMEM141
8581 chr11 C11orf70
8582 chr18 TMEM241
8583 chr9 ARRDC1-AS1
8584 chr1 SNHG12
8585 chr17 KRTAP9-4
8586 chr17 KRTAP4-1
8587 chr17 KRTAP4-5
8588 chr17 KRTAP4-3
8589 chr17 KRTAP4-2
8590 chr19 ATCAY
8591 chr9 COL27A1
8592 chr17 FBF1
8593 chr6 PPIL4
8594 chr6 PAQR8
8595 chr22 SHANK3
8596 chr22 DGCR6L
8597 chr11 TRIM5
8598 chr20 ZCCHC3
8599 chr9 ALG2
8600 chr22 KIAA1656
8601 chr22 RIMBP3
8602 chr22 TUBGCP6
8603 chr21 FAM207A
8604 chr1 RGS8
8605 chr3 EAF1
8606 chr12 DNAJC14
8607 chr6 SLC22A16
8608 chr1 SLC45A3
8609 chr19 RHPN2
8610 chrX CCNB3
8611 chr12 ZCRB1
8612 chr14 STON2
8613 chr1 DOCK7
8614 chr10 KNDC1
8615 chr3 DCLK3
8616 chr16 CNTNAP4
8617 chr14 ZFHX2
8618 chr20 KIAA1755
8619 chr10 ITPRIP
8620 chr17 UNK
8621 chr1 CFAP74
8622 chr11 TNKS1BP1
8623 chr11 CEP295
8624 chr4 ZNF518B
8625 chr2 TANC1
8626 chr11 ZC3H12C
8627 chr17 SSH2
8628 chr2 EPT1
8629 chr7 SCIN
8630 chr12 CCDC65
8631 chr5 TSLP
8632 chr8 PSKH2
8633 chr20 SCRT2
8634 chr19 MBD3L1
8635 chr19 GALP
8636 chr7 GTPBP10
8637 chr13 GGACT
8638 chr12 ANKRD13A
8639 chr6 RRP36
8640 chr7 TRIM4
8641 chr18 SERPINB12
8642 chr1 WNT3A
8643 chr22 HPS4
8644 chr3 LMLN
8645 chr19 SIGLEC10
8646 chr11 GAL3ST3
8647 chrX PPP1R3F
8648 chr6 KCNK17
8649 chr15 ULK4P1
8650 chr6 ABCC10
8651 chr9 FGD3
8652 chr5 FCHSD1
8653 chr11 ATG16L2
8654 chr9 MVB12B
8655 chr3 KLHL6
8656 chr1 SEC16B
8657 chr1 AQP10
8658 chr14 SLC25A21
8659 chr9 TPD52L3
8660 chr1 SLAMF9
8661 chr19 ZNF628
8662 chr13 KBTBD6
8663 chr9 WDR34
8664 chr12 TMEM116
8665 chr12 UBE3B
8666 chr14 PAPLN
8667 chr11 GLB1L2
8668 chr6 KLC4
8669 chr9 SAPCD2
8670 chr11 SYT8
8671 chr4 FLJ20021
8672 chr6 UBE3D
8673 chrX CCDC120
8674 chr12 LACRT
8675 chr3 PHLDB2
8676 chr3 VWA5B2
8677 chrX TSR2
8678 chr2 KCNH7
8679 chr14 BTBD6
8680 chr14 EFCAB11
8681 chrX HS6ST2
8682 chrX FRMD7
8683 chr20 EMILIN3
8684 chr20 SYS1
8685 chr20 WFDC8
8686 chr20 ZSWIM1
8687 chr19 ZNF551
8688 chr5 UNC5A
8689 chr10 OLMALINC
8690 chr3 EFCAB12
8691 chrX KLHL13
8692 chr17 TP53I13
8693 chr19 ZNF616
8694 chr19 ZNF766
8695 chr19 CCDC97
8696 chr19 EXOC3L2
8697 chr19 ZNF160
8698 chr2 FER1L5
8699 chr19 CTU1
8700 chr8 FAM110B
8701 chr19 SAMD1
8702 chr15 TICRR
8703 chr3 TMEM41A
8704 chr17 IFT20
8705 chr15 KNSTRN
8706 chr2 ATP6V1E2
8707 chr15 BMF
8708 chr5 ZNF622
8709 chr8 ERI1
8710 chr19 GADD45GIP1
8711 chr19 ZNF835
8712 chr12 TMEM263
8713 chr17 LRRC46
8714 chr17 SCRN2
8715 chr15 SHF
8716 chr15 DUOXA1
8717 chr1 STPG1
8718 chr2 CCDC74A
8719 chr19 ZNF799
8720 chr19 C19orf52
8721 chr19 ZNF625
8722 chr19 ZNF700
8723 chr19 ZNF439
8724 chr13 STARD13
8725 chr7 ZFAND2A
8726 chr7 COX19
8727 chrY TBL1Y
8728 chr14 LRRC16B
8729 chr7 CCDC126
8730 chr18 SEC11C
8731 chrX FAM104B
8732 chr1 PYGO2
8733 chr17 CEP95
8734 chr1 ANGEL2
8735 chr16 CCDC189
8736 chr16 ZNF598
8737 chr16 HN1L
8738 chr16 SPSB3
8739 chr9 IL33
8740 chr9 TMEM261
8741 chr5 TRIM41
8742 chr11 ESAM
8743 chr7 ADCK2
8744 chr2 DHX57
8745 chr12 FMNL3
8746 chr12 CERS5
8747 chr19 DPP9
8748 chr11 AP5B1
8749 chr10 ANKRD30A
8750 chr19 ZNF682
8751 chr18 L3MBTL4
8752 chr8 TMEM67
8753 chr22 SCARF2
8754 chr1 NUP210L
8755 chr11 SLC39A13
8756 chr22 LMF2
8757 chr12 C12orf29
8758 chr19 R3HDM4
8759 chr19 TMEM259
8760 chr22 GUSBP11
8761 chr4 DDX60L
8762 chr5 CDKN2AIPNL
8763 chr17 ANKRD40
8764 chr9 UAP1L1
8765 chr15 SNORD107
8766 chr2 SESTD1
8767 chr1 BTF3L4
8768 chr2 CCDC74B
8769 chr15 RCCD1
8770 chr19 FAAP24
8771 chr22 RNF185
8772 chr10 ACBD5
8773 chr12 PCED1B
8774 chr2 ANKRD44
8775 chr1 UBXN11
8776 chr12 C12orf65
8777 chr22 RPS19BP1
8778 chr17 ZNF830
8779 chr17 SLFN11
8780 chr17 RASL10B
8781 chr14 CHURC1
8782 chr11 DEPDC7
8783 chr17 ATPAF2
8784 chr3 BOC
8785 chr19 ZNF765
8786 chr19 ZNF845
8787 chr11 SYT12
8788 chr1 CENPL
8789 chr8 LONRF1
8790 chr11 ACY3
8791 chr14 LIN52
8792 chr2 ZNF804A
8793 chr18 CABLES1
8794 chr3 NXPE3
8795 chr8 CHMP7
8796 chr11 ALKBH8
8797 chrX CHRDL1
8798 chr15 CALML4
8799 chr16 MARVELD3
8800 chr3 RFT1
8801 chr11 FDXACB1
8802 chr11 C11orf52
8803 chr15 ARRDC4
8804 chr16 COG7
8805 chr5 ZNF300
8806 chr19 TPGS1
8807 chrX FAM58A
8808 chr16 SNX29
8809 chr20 GGTLC1
8810 chr7 ZC3HAV1L
8811 chr2 TTC30A
8812 chr11 INTS4
8813 chr3 OXNAD1
8814 chrX RIPPLY1
8815 chr5 UBTD2
8816 chr2 DAPL1
8817 chr1 DUSP27
8818 chr1 RCSD1
8819 chr5 LMBRD2
8820 chr5 ATP6AP1L
8821 chr19 ZNF585B
8822 chr11 GLYATL1
8823 chr5 SCGB3A1
8824 chr4 TMEM129
8825 chr1 MEX3A
8826 chr17 STRADA
8827 chr17 PRR29
8828 chr1 GORAB
8829 chr19 CRB3
8830 chr3 SPSB4
8831 chr3 PXYLP1
8832 chr9 RBM18
8833 chr8 CHMP4C
8834 chr10 BBIP1
8835 chr17 SPECC1
8836 chrX ATXN3L
8837 chr10 FANK1
8838 chr17 G6PC3
8839 chr16 ZNF764
8840 chr20 MGME1
8841 chr20 DTD1
8842 chr4 FAM114A1
8843 chr2 TMEM169
8844 chr1 TMEM183A
8845 chr9 ARRDC1
8846 chr17 OTOP2
8847 chr2 DNER
8848 chr2 DRC1
8849 chr12 HELB
8850 chr19 SHKBP1
8851 chr1 HIST3H2A
8852 chr16 ZNF276
8853 chr16 CCDC102A
8854 chr9 ADAMTSL1
8855 chr19 PEX11G
8856 chr3 ZBTB47
8857 chr2 B3GNT7
8858 chr12 COQ10A
8859 chr19 DMKN
8860 chr16 KCNG4
8861 chr16 ORAI3
8862 chr19 OLFM2
8863 chr5 PRDM6
8864 chr17 PGAP3
8865 chr19 CCDC114
8866 chr2 SP140L
8867 chr10 OPALIN
8868 chr1 ZNF670
8869 chr13 TPTE2
8870 chr16 SDR42E1
8871 chr12 CACNA2D4
8872 chr1 FBXO44
8873 chr4 TBCK
8874 chr7 ST7-AS1
8875 chr7 ST7-AS2
8876 chr7 ST7-OT3
8877 chr12 CAPZA3
8878 chr6 ARHGAP18
8879 chr7 CADPS2
8880 chr8 HPYR1
8881 chrX ACRC
8882 chr3 ACTR8
8883 chr1 ATPIF1
8884 chr7 FOXP2
8885 chr22 SERHL
8886 chr17 TTYH2
8887 chr3 CAMK2N2
8888 chr5 SFXN1
8889 chr17 HSPB9
8890 chr2 SFXN5
8891 chr2 ORMDL1
8892 chr17 ORMDL3
8893 chr6 SYTL3
8894 chrX SYTL4
8895 chr10 ARHGAP12
8896 chr1 SNORD46
8897 chr1 SNORD38A
8898 chr19 GNG8
8899 chr13 EPSTI1
8900 chr19 PPP1R14A
8901 chr7 CEP41
8902 chr2 LIMS3
8903 chr19 EGLN2
8904 chr19 BIRC8
8905 chr11 PRKCDBP
8906 chr16 PRRT2
8907 chr16 ERI2
8908 chr17 SAT2
8909 chr14 DTD2
8910 chr6 GTF3C6
8911 chr5 SNX18
8912 chr2 LINC00152
8913 chr6 RWDD2A
8914 chr3 CMTM7
8915 chr19 FAM71E1
8916 chr2 TUBA3E
8917 chr6 IL17F
8918 chr14 IFT43
8919 chr16 STX1B
8920 chr12 KRT71
8921 chr19 FDX1L
8922 chr14 WDR89
8923 chr14 L3HYPDH
8924 chr16 SGF29
8925 chr22 PHF21B
8926 chr11 VPS26B
8927 chr11 GLB1L3
8928 chr2 CFAP36
8929 chr1 MED8
8930 chr1 KTI12
8931 chr16 RPUSD1
8932 chr19 PTH2
8933 chr11 CDCA5
8934 chr14 AHNAK2
8935 chr19 IZUMO4
8936 chr19 SCAMP4
8937 chr19 ADAT3
8938 chr15 CHST14
8939 chr15 CASC4
8940 chr9 KIF12
8941 chr19 LOC113230
8942 chr12 LARP4
8943 chr17 TMEM106A
8944 chr20 SLC52A3
8945 chr1 SMIM12
8946 chr1 AZIN2
8947 chr1 TMEM54
8948 chr2 TUBA3D
8949 chr4 HELQ
8950 chr16 CMTM1
8951 chr4 CYP2U1
8952 chr13 ADPRHL1
8953 chr8 MFSD3
8954 chr12 SDSL
8955 chr11 ODF3
8956 chr7 ZBED6CL
8957 chr22 PIK3IP1
8958 chr7 DTX2
8959 chr1 TOE1
8960 chr21 B3GALT5-AS1
8961 chr21 TSPEAR-AS2
8962 chr7 WBSCR22
8963 chr3 TXNRD3
8964 chr12 SLC2A13
8965 chr9 PALM2
8966 chr19 CGB1
8967 chr11 SLC22A9
8968 chr11 SNORD15B
8969 chr21 MIR155HG
8970 chr1 ERMAP
8971 chr11 CARD16
8972 chr19 PGLYRP2
8973 chr1 PGLYRP3
8974 chr6 BTBD9
8975 chr8 XKR4
8976 chr8 CSMD3
8977 chr9 SLC25A25
8978 chr2 STK11IP
8979 chr6 KLHL32
8980 chr22 ELFN2
8981 chr12 TMEM132B
8982 chr13 SLITRK1
8983 chr18 ESCO1
8984 chr17 RNF157
8985 chr2 GALNT13
8986 chr10 SORCS1
8987 chr2 KLHL29
8988 chr5 PWWP2A
8989 chr17 SMYD4
8990 chr18 OSBPL1A
8991 chr11 OSBPL5
8992 chr2 OSBPL6
8993 chr17 OSBPL7
8994 chr12 OSBPL8
8995 chr1 OSBPL9
8996 chr3 OSBPL10
8997 chr3 OSBPL11
8998 chr17 C1QTNF1
8999 chr5 C1QTNF3
9000 chr11 C1QTNF4
9001 chr8 FBXO32
9002 chr11 TMEM123
9003 chr5 EPB41L4A-AS1
9004 chrX GPRASP2
9005 chr7 TSGA13
9006 chr11 PTPMT1
9007 chr9 ZNF618
9008 chr6 MB21D1
9009 chr19 CCDC124
9010 chr18 HAUS1
9011 chr8 SLC26A7
9012 chr19 ZNF554
9013 chrX ATG4A
9014 chr13 KCTD12
9015 chr1 OMA1
9016 chr4 DDIT4L
9017 chr1 RAB42
9018 chr3 SLC25A26
9019 chr19 FBXO17
9020 chr8 PCMTD1
9021 chr7 GPR146
9022 chr1 FCRL1
9023 chr1 LRRC42
9024 chr1 GBP4
9025 chr7 MALSU1
9026 chr9 UHRF2
9027 chr16 ZNF689
9028 chr5 FCHO2
9029 chr12 ARHGEF25
9030 chr1 FAM46B
9031 chr16 SLC5A11
9032 chr22 TNFRSF13C
9033 chr18 ALPK2
9034 chr19 ARHGAP33
9035 chr19 EVI5L
9036 chr14 TRMT61A
9037 chr19 RASGRP4
9038 chr12 C12orf56
9039 chr15 DIS3L
9040 chr13 ARL11
9041 chr12 IQCD
9042 chr5 RAB3C
9043 chr8 CTHRC1
9044 chr16 TSR3
9045 chr19 CCDC151
9046 chr19 ZNF653
9047 chr16 RNF166
9048 chr5 LYSMD3
9049 chr11 SLC22A12
9050 chr20 DNTTIP1
9051 chr2 DIRC1
9052 chr2 WDR92
9053 chr6 NUS1
9054 chr20 PHACTR3
9055 chr21 CYYR1
9056 chr9 FAM122A
9057 chr1 COX20
9058 chr17 ABHD15
9059 chr16 ACSM1
9060 chr11 PANX3
9061 chr5 EXOC3-AS1
9062 chr6 SLC26A8
9063 chr6 IL22RA2
9064 chrX RAB39B
9065 chr9 GRIN3A
9066 chr19 GRIN3B
9067 chr8 TOP1MT
9068 chr21 OLIG1
9069 chr4 CLNK
9070 chr1 TSEN15
9071 chr1 FAM129A
9072 chr2 MRPL53
9073 chr17 PPP1R27
9074 chr3 RPL39L
9075 chr20 HSPA12B
9076 chr1 SNAP47
9077 chr6 SLC18B1
9078 chr3 CLRN1-AS1
9079 chr22 SNORD83A
9080 chr22 SNORD83B
9081 chr4 WDR17
9082 chr11 ART5
9083 chr1 ACAP3
9084 chr4 ARAP2
9085 chr11 ARAP1
9086 chr12 AGAP2
9087 chr2 AGAP1
9088 chr7 AGAP3
9089 chr11 CATSPER1
9090 chrX DACH2
9091 chr15 CATSPER2
9092 chr5 SCGB3A2
9093 chr1 SH2D1B
9094 chr12 DCD
9095 chr16 WFIKKN1
9096 chr12 RAB3IP
9097 chr1 SSX2IP
9098 chr11 HRASLS5
9099 chr17 FTSJ3
9100 chr3 GALNT15
9101 chr6 IP6K3
9102 chr19 CIB3
9103 chr6 TAGAP
9104 chr2 TWIST2
9105 chr2 PARD3B
9106 chr17 RFFL
9107 chr5 ZNF354B
9108 chr11 TRIM6
9109 chr21 LINC00161
9110 chr1 UBE2J2
9111 chr1 OLFM3
9112 chr4 ANTXR2
9113 chr16 EXOSC6
9114 chr10 CHCHD1
9115 chr10 BTBD16
9116 chr10 FAM24A
9117 chr10 PSTK
9118 chr10 PIK3AP1
9119 chr10 ZFYVE27
9120 chr10 COMTD1
9121 chr10 FRA10AC1
9122 chr10 SFXN2
9123 chr10 AGAP4
9124 chr10 AGAP11
9125 chr10 SFR1
9126 chr10 ANAPC16
9127 chr10 SFXN4
9128 chr10 CPXM2
9129 chr11 OR52E2
9130 chr11 OR51L1
9131 chr11 OR51A7
9132 chr11 OR51S1
9133 chr11 OR51F2
9134 chr11 OR52R1
9135 chr11 C11orf74
9136 chr11 OR4C46
9137 chr11 OR4B1
9138 chr11 OR52M1
9139 chr11 OR52K2
9140 chr11 GYLTL1B
9141 chr11 SLC36A4
9142 chr11 TRIM64
9143 chr11 DBX1
9144 chr11 PIH1D2
9145 chr11 NXPE1
9146 chr11 NXPE2
9147 chr11 DNAJC24
9148 chr11 OR8I2
9149 chr11 OR2D3
9150 chr11 OR2D2
9151 chr11 OR52W1
9152 chr12 DEPDC4
9153 chr12 FAM186A
9154 chr12 C12orf45
9155 chr12 OR10P1
9156 chr12 SDR9C7
9157 chr12 TMEM132D
9158 chr12 SLC15A4
9159 chr12 C12orf54
9160 chr12 ZNF641
9161 chr12 OR10AD1
9162 chr12 SP7
9163 chr12 GTSF1
9164 chr12 OR10A7
9165 chr12 KRT74
9166 chr12 HIST4H4
9167 chr12 ERP27
9168 chr12 FGD4
9169 chr12 AEBP2
9170 chr12 ASCL4
9171 chr12 BTBD11
9172 chr12 SPIC
9173 chr12 ANO4
9174 chr12 SPPL3
9175 chr13 RXFP2
9176 chr13 SLAIN1
9177 chr14 ANKRD9
9178 chr14 AK7
9179 chr14 C14orf28
9180 chr14 TRAPPC6B
9181 chr14 ADSSL1
9182 chr14 RNASE11
9183 chr14 TPPP2
9184 chr14 RNASE8
9185 chr14 PSMB11
9186 chr14 OR11H6
9187 chr14 KLHDC1
9188 chr14 FRMD6
9189 chr14 SOCS4
9190 chr14 JDP2
9191 chr14 ACOT4
9192 chr14 TTC8
9193 chr14 SLC25A29
9194 chr14 KLHL33
9195 chr15 SENP8
9196 chr15 TARSL2
9197 chr15 LRRC28
9198 chr15 TMEM266
9199 chr15 HYKK
9200 chr15 WHAMM
9201 chr15 FSD2
9202 chr16 C16orf46
9203 chr16 DCUN1D3
9204 chr16 NRN1L
9205 chr16 CMTM3
9206 chr16 SPATA2L
9207 chr16 SPATA33
9208 chr16 CCDC78
9209 chr16 IQCK
9210 chr16 ZG16B
9211 chr16 PAQR4
9212 chr16 ANKS3
9213 chr16 SEPT12
9214 chr16 ZNF720
9215 chr16 EARS2
9216 chr16 TMEM170A
9217 chr17 HSF5
9218 chr17 SLC38A10
9219 chr17 CANT1
9220 chr17 USH1G
9221 chr17 CD300LB
9222 chr17 CYB5D1
9223 chr17 OVCA2
9224 chr17 USP43
9225 chr17 KRBA2
9226 chr17 C17orf64
9227 chr17 TMEM132E
9228 chr17 WFIKKN2
9229 chr17 FLJ40194
9230 chr17 B4GALNT2
9231 chr17 SGK494
9232 chr17 SEZ6
9233 chr17 ANKRD13B
9234 chr17 CYB5D2
9235 chr17 ZFP3
9236 chr17 GGT6
9237 chr17 SPNS2
9238 chr17 EFCAB13
9239 chr17 TBC1D16
9240 chr17 AFMID
9241 chr17 KRT222
9242 chr17 SLC5A10
9243 chr18 INO80C
9244 chr18 TTC39C
9245 chr19 CLDND2
9246 chr19 ZNF816
9247 chr19 ZNF543
9248 chr19 RAVER1
9249 chr19 OR7D4
9250 chr19 OR7G1
9251 chr19 OR1M1
9252 chr19 COX6B2
9253 chr19 C19orf70
9254 chr19 PCP2
9255 chr19 CCDC159
9256 chr19 JOSD2
9257 chr19 IZUMO2
9258 chr19 CPT1C
9259 chr19 NTN5
9260 chr19 ZNF787
9261 chr19 ZNF573
9262 chr19 WDR88
9263 chr19 TMIGD2
9264 chr19 EID2B
9265 chr19 TNFAIP8L1
9266 chr19 ZNF57
9267 chr19 ZNF428
9268 chr19 JSRP1
9269 chr19 MFSD12
9270 chr19 MISP
9271 chr19 LRRC25
9272 chr19 OR1I1
9273 chr19 WTIP
9274 chr19 NR2C2AP
9275 chr19 CCDC105
9276 chr19 CYP4F22
9277 chr19 RINL
9278 chr19 FBXO27
9279 chr19 C19orf47
9280 chr19 OR10H4
9281 chr19 ANKLE1
9282 chr19 C2CD4C
9283 chr1 SHE
9284 chr1 LRRC38
9285 chr1 PUSL1
9286 chr1 B3GALT6
9287 chr1 WDR63
9288 chr1 IFFO2
9289 chr1 SLC44A3
9290 chr1 ATXN7L2
9291 chr1 OR2M5
9292 chr1 OR2M3
9293 chr1 OR14C36
9294 chr1 OR2T10
9295 chr1 OR2T11
9296 chr1 TYW3
9297 chr1 LRRIQ3
9298 chr1 TPRG1L
9299 chr1 TMCO2
9300 chr1 ZNF684
9301 chr1 TCEANC2
9302 chr1 LRRC39
9303 chr1 HMGB4
9304 chr1 RNF19B
9305 chr1 DCST2
9306 chr1 OR2B11
9307 chr1 C1orf122
9308 chr1 OSCP1
9309 chr1 C1orf216
9310 chr1 KLHDC7A
9311 chr1 VWA5B1
9312 chr1 UBXN10
9313 chr1 C1orf87
9314 chr1 ARL8A
9315 chr1 UHMK1
9316 chr1 WDR64
9317 chr1 SPATA17
9318 chr1 EDARADD
9319 chr1 IQGAP3
9320 chr1 NAXE
9321 chr1 ARHGEF19
9322 chr1 HIST3H2BB
9323 chr1 DRAM2
9324 chr1 PIFO
9325 chr1 OR10T2
9326 chr1 OR6P1
9327 chr1 OR10X1
9328 chr1 OR10Z1
9329 chr1 OR6K6
9330 chr1 OR6N1
9331 chr1 TATDN3
9332 chr20 BHLHE23
9333 chr20 VSTM2L
9334 chr20 SNHG11
9335 chr20 FITM2
9336 chr20 WFDC12
9337 chr20 SPATA25
9338 chr20 OCSTAMP
9339 chr20 TSHZ2
9340 chr20 C20orf85
9341 chr20 SIRPD
9342 chr20 PROKR2
9343 chr20 CSTL1
9344 chr20 CST9L
9345 chr20 DUSP15
9346 chr20 C20orf144
9347 chr20 CHMP4B
9348 chr20 PIGU
9349 chr20 FAM83C
9350 chr22 GAB4
9351 chr22 C22orf39
9352 chr22 TANGO2
9353 chr22 SGSM1
9354 chr22 EMID1
9355 chr22 ANKRD54
9356 chr2 PPP1R21
9357 chr2 TMEM150A
9358 chr2 XIRP2
9359 chr2 TYW5
9360 chr2 CMPK2
9361 chr2 MBOAT2
9362 chr6 TAF8
9363 chr2 TMEM18
9364 chr7 C7orf13
9365 chr2 FBLN7
9366 chr2 RBM45
9367 chr2 TRIM43
9368 chr2 BBS5
9369 chr2 CCDC173
9370 chr2 ICA1L
9371 chr2 FAM168B
9372 chr7 OR9A4
9373 chr2 CIB4
9374 chr2 RFTN2
9375 chr2 AP1S3
9376 chr2 SGPP2
9377 chr2 ACVR1C
9378 chr2 TTC32
9379 chr2 UBR3
9380 chr2 KCTD18
9381 chr2 ALS2CR12
9382 chr2 SPATA3
9383 chr2 LYPD6
9384 chr2 GALM
9385 chr2 ZFAND2B
9386 chr2 CPO
9387 chr2 TMEM182
9388 chr2 AHSA2
9389 chr2 FBXO36
9390 chr2 CCDC148
9391 chr3 CPNE4
9392 chr3 CCDC58
9393 chr3 DNAJC19
9394 chr3 OTOL1
9395 chr3 FAM3D
9396 chr3 FAM131A
9397 chr3 CD200R1
9398 chr3 CHCHD4
9399 chr3 ZDHHC19
9400 chr3 FAM43A
9401 chr3 TPRA1
9402 chr3 TMEM42
9403 chr3 UROC1
9404 chr3 NUDT16
9405 chr3 TMEM207
9406 chr3 TAMM41
9407 chr3 IL17RE
9408 chr3 RTP1
9409 chr3 GLYCTK
9410 chr3 PPM1M
9411 chr3 SNTN
9412 chr3 SYNPR
9413 chr3 LSMEM2
9414 chr3 H1FOO
9415 chr4 OCIAD2
9416 chr4 SCLT1
9417 chr4 C4orf33
9418 chr4 TMEM155
9419 chr4 ZFP42
9420 chr4 SPATA18
9421 chr4 C4orf32
9422 chr4 GNPDA2
9423 chr4 SPATA4
9424 chr4 CPEB2
9425 chr4 EVC2
9426 chr4 ARL9
9427 chr4 AASDH
9428 chr4 PDCL2
9429 chr4 C4orf36
9430 chr4 PACRGL
9431 chr4 TRAM1L1
9432 chr4 ENPP6
9433 chr4 SLC9B2
9434 chr5 SETD9
9435 chr5 EMB
9436 chr5 SLCO6A1
9437 chr5 C5orf47
9438 chr5 EGFLAM
9439 chr5 PRRC1
9440 chr5 UGT3A1
9441 chr5 CAPSL
9442 chr5 JMY
9443 chr5 C5orf58
9444 chr5 CCDC127
9445 chr5 UBE2QL1
9446 chr5 FAM173B
9447 chr5 CMBL
9448 chr5 DNAJC21
9449 chr5 AFAP1L1
9450 chr5 GRPEL2
9451 chr5 TMEM171
9452 chr5 STARD4
9453 chr5 NUDCD2
9454 chr5 SOWAHA
9455 chr5 SHROOM1
9456 chr5 C5orf24
9457 chr6 ADAT2
9458 chr6 RIPPLY2
9459 chr6 IRAK1BP1
9460 chr6 CLVS2
9461 chr6 STXBP5
9462 chr6 PACRG
9463 chr6 B3GAT2
9464 chr6 SDHAF4
9465 chr6 CD109
9466 chr6 RAET1E
9467 chr6 SRSF12
9468 chr6 C6orf141
9469 chr6 HUS1B
9470 chr7 TRIM50
9471 chr7 TMEM139
9472 chr7 NOBOX
9473 chr7 OR2A14
9474 chr7 OR6B1
9475 chr7 OR2F2
9476 chr7 ZNF786
9477 chr7 COL26A1
9478 chr7 PRSS37
9479 chr7 KLF14
9480 chr7 SSMEM1
9481 chr7 C7orf57
9482 chr7 SVOPL
9483 chr7 LRGUK
9484 chr7 ASB10
9485 chr7 MPLKIP
9486 chr7 C7orf31
9487 chr7 ASZ1
9488 chr8 CLDN23
9489 chr8 ZNF572
9490 chr8 GOT1L1
9491 chr8 FAM92A1
9492 chr8 VPS37A
9493 chr8 LYPD2
9494 chr8 SGCZ
9495 chr8 ADHFE1
9496 chr8 GPAT4
9497 chr8 UNC5D
9498 chr8 DCAF4L2
9499 chr8 RALYL
9500 chr9 RNF183
9501 chr9 C9orf85
9502 chr9 C9orf135
9503 chr9 LCN8
9504 chr9 FAM69B
9505 chr9 PTRH1
9506 chr9 TAF1L
9507 chr9 PTPDC1
9508 chr9 ARID3C
9509 chr9 OR13C5
9510 chr9 OR13C3
9511 chr9 OR13C4
9512 chr9 OR13F1
9513 chr9 OR1L8
9514 chr9 OR1N2
9515 chr9 OR1N1
9516 chrX SLITRK4
9517 chrX SPANXN3
9518 chrX BEND2
9519 chrX PASD1
9520 chrX DCAF12L1
9521 chrX DGKK
9522 chrX PIH1D3
9523 chrX AMER1
9524 chrX APOOL
9525 chrX FUNDC1
9526 chrX ADGRG4
9527 chrX PTCHD1
9528 chrX DCAF8L1
9529 chrX VENTXP1
9530 chrX OTUD6A
9531 chrX UPRT
9532 chrX GAB3
9533 chrX ZFP92
9534 chrX PAGE3
9535 chrX RBMXL3
9536 chrX DOCK11
9537 chrX SPIN4
9538 chrY RPS4Y2
9539 chr13 RNF113B
9540 chrX ASB11
9541 chr4 ASB5
9542 chr12 ASB8
9543 chrX ASB9
9544 chr19 ZNF358
9545 chr7 RNF32
9546 chr22 APOBEC3D
9547 chr1 S100A16
9548 chr21 CHODL
9549 chr22 SELM
9550 chr1 NEK7
9551 chr19 ZFP28
9552 chr20 GATA5
9553 chr20 SLC32A1
9554 chr20 ZBTB46
9555 chr20 NOL4L
9556 chr20 CBLN4
9557 chr20 CTCFL
9558 chr20 MROH8
9559 chr20 SAMD10
9560 chr20 ABHD16B
9561 chr20 CCM2L
9562 chr12 BRI3BP
9563 chr20 TLDC2
9564 chr20 RIMS4
9565 chr20 MACROD2
9566 chr17 DYNLL2
9567 chr2 UBE2F
9568 chr10 ADAMTS14
9569 chr6 NRSN1
9570 chr17 SMCR5
9571 chr17 SMCR8
9572 chr14 RPL10L
9573 chr9 TRPM6
9574 chr12 KRT72
9575 chr20 SRXN1
9576 chr20 LINC00261
9577 chr20 ZSWIM3
9578 chr20 WFDC10A
9579 chr20 BANF2
9580 chr20 SCP2D1
9581 chr20 WFDC6
9582 chr20 LINC00028
9583 chr20 FAM65C
9584 chr20 CST11
9585 chr20 SIRPA
9586 chrX PABPC5
9587 chr5 SREK1
9588 chr20 STK35
9589 chr20 R3HDML
9590 chr5 DCANP1
9591 chr2 DUSP19
9592 chr9 SLC34A3
9593 chr1 ITLN2
9594 chrX RAB40A
9595 chr7 ASB15
9596 chr10 ACSM6
9597 chr10 SAMD8
9598 chr10 TRUB1
9599 chr10 FRMPD2
9600 chr10 VTI1A
9601 chr10 EIF5AL1
9602 chr10 HECTD2
9603 chr10 FGFBP3
9604 chr10 C10orf82
9605 chr10 CACUL1
9606 chr11 SYT9
9607 chr11 OR52B4
9608 chr11 C11orf40
9609 chr11 OR51E1
9610 chr11 XRRA1
9611 chr11 UBQLNL
9612 chr11 C11orf94
9613 chr11 FAM76B
9614 chr11 SESN3
9615 chr11 ARHGAP42
9616 chr11 KBTBD3
9617 chr11 CWF19L2
9618 chr11 KDELC2
9619 chr11 LAYN
9620 chr11 TTC36
9621 chr11 C11orf84
9622 chr11 SPTY2D1
9623 chr11 OR10A5
9624 chr11 OR2AG1
9625 chr12 PRICKLE1
9626 chr12 AMDHD1
9627 chr12 SLC2A14
9628 chr12 BCDIN3D
9629 chr12 ALG10B
9630 chr12 GLIPR1L2
9631 chr12 FAM101A
9632 chr12 ZNF664
9633 chr12 LINC00477
9634 chr12 CPNE8
9635 chr12 WDR66
9636 chr12 GLT1D1
9637 chr12 BEST3
9638 chr12 E2F7
9639 chr12 C12orf60
9640 chr12 FBXL14
9641 chr12 RAD9B
9642 chr12 FAM109A
9643 chr13 FAM216B
9644 chr13 HNRNPA1L2
9645 chr13 B3GLCT
9646 chr14 LINC00239
9647 chr14 RDH12
9648 chr14 GSC
9649 chr14 SERPINA12
9650 chr14 MIPOL1
9651 chr14 PPP1R36
9652 chr14 SLC38A6
9653 chr14 FRMD6-AS1
9654 chr14 ABHD12B
9655 chr14 PTGR2
9656 chr14 CEP128
9657 chr14 MDP1
9658 chr14 TTC7B
9659 chr15 C15orf43
9660 chr15 C2CD4A
9661 chr15 LOC145783
9662 chr15 PGPEP1L
9663 chr15 LOC145845
9664 chr15 C15orf61
9665 chr15 TMCO5A
9666 chr15 SPATA8
9667 chr15 NRG4
9668 chr15 LINC00052
9669 chr15 ZSCAN29
9670 chr15 TTBK2
9671 chr15 CDAN1
9672 chr16 SLC38A8
9673 chr16 VWA3A
9674 chr16 OTOA
9675 chr16 ZFP90
9676 chr16 KCTD19
9677 chr16 CMTM4
9678 chr16 CMTM2
9679 chr16 BEAN1
9680 chr16 PRR35
9681 chr16 FBXL16
9682 chr16 SLC22A31
9683 chr16 IL34
9684 chr16 ZNF597
9685 chr16 TMED6
9686 chr16 LOC146513
9687 chr16 ZNF785
9688 chr16 ZNF688
9689 chr16 C16orf89
9690 chr16 C16orf71
9691 chr17 TOM1L2
9692 chr17 ENTHD2
9693 chr17 B3GNTL1
9694 chr17 RBFOX3
9695 chr17 CD300LF
9696 chr17 C17orf77
9697 chr17 DNAH2
9698 chr17 RTN4RL1
9699 chr17 EFCAB3
9700 chr17 SLC47A2
9701 chr17 CDRT15
9702 chr17 CCDC42
9703 chr17 PIK3R6
9704 chr17 ODF4
9705 chr17 C17orf50
9706 chr17 SLFN13
9707 chr17 SLC35G3
9708 chr17 UNC45B
9709 chr17 LOC146880
9710 chr17 CD300LG
9711 chr17 TMEM199
9712 chr17 PROCA1
9713 chr17 DHRS13
9714 chr17 KCTD11
9715 chr17 TMC8
9716 chr17 TRIM16L
9717 chr17 LRRC37BP1
9718 chr17 WIPF2
9719 chr17 KRT25
9720 chr17 TMEM99
9721 chr11 SCGB1C1
9722 chr18 STARD6
9723 chr18 C18orf25
9724 chr18 CBLN2
9725 chr18 AQP4-AS1
9726 chr18 ANKRD29
9727 chr18 APCDD1
9728 chr18 LINC00526
9729 chr19 VSIG10L
9730 chr19 ZNF534
9731 chr19 ZNF578
9732 chr19 ERVV-1
9733 chr19 C19orf18
9734 chr19 ZNF418
9735 chr19 ZNF548
9736 chr19 PPM1N
9737 chr19 KLC3
9738 chr19 ZNF560
9739 chr19 ZNF784
9740 chr19 ZNF563
9741 chr19 SPC24
9742 chr19 CCDC155
9743 chr19 SIX5
9744 chr19 ZNF420
9745 chr19 ZNF565
9746 chr19 ZNF582
9747 chr19 ZNF583
9748 chr19 FAM98C
9749 chr19 CAPN12
9750 chr19 DPY19L3
9751 chr19 TTC9B
9752 chr19 CIRBP-AS1
9753 chr19 ZNRF4
9754 chr19 ZNF599
9755 chr19 FAM187B
9756 chr19 CILP2
9757 chr19 PROSER3
9758 chr19 ZNF558
9759 chr19 ZNF738
9760 chr19 ZNF681
9761 chr19 C19orf25
9762 chr19 ATP8B3
9763 chr19 DIRAS1
9764 chr19 ZNF555
9765 chr19 ZNF569
9766 chr19 ZNF570
9767 chr1 SYT6
9768 chr1 CREB3L4
9769 chr1 C1orf127
9770 chr1 BROX
9771 chr1 LOC148413
9772 chr1 C1orf52
9773 chr1 TMEM56
9774 chr1 SLC35F3
9775 chr1 B3GALNT2
9776 chr1 GCSAML
9777 chr1 CCDC27
9778 chr1 ZNF436-AS1
9779 chr1 KNCN
9780 chr1 GLIS1
9781 chr1 RC3H1
9782 chr1 ZNF362
9783 chr1 DCST1
9784 chr1 IL23R
9785 chr1 METTL11B
9786 chr1 SHISA4
9787 chr1 EXOC8
9788 chr1 LOC149373
9789 chr1 PDIK1L
9790 chr1 BNIPL
9791 chr1 C1orf210
9792 chr1 CCDC24
9793 chr1 LRRC71
9794 chr1 RNF187
9795 chr1 PYHIN1
9796 chr1 SPATA45
9797 chr20 GTSF1L
9798 chr20 GNAS-AS1
9799 chr20 PRNT
9800 chr20 C20orf196
9801 chr20 LOC149950
9802 chr20 COMMD7
9803 chr20 LSM14B
9804 chr21 LCA5L
9805 chr21 LINC00479
9806 chr21 ZNF295-AS1
9807 chr21 UMODL1-AS1
9808 chr4 SLC9B1
9809 chr22 CCT8L2
9810 chr22 XKR3
9811 chr22 AIFM3
9812 chr22 HSCB
9813 chr22 CCDC117
9814 chr22 DUSP18
9815 chr22 C22orf42
9816 chr22 ENTHD1
9817 chr22 DNAJB7
9818 chr22 CHADL
9819 chr22 MEI1
9820 chr22 FAM109B
9821 chr22 CDPF1
9822 chr22 GTSE1-AS1
9823 chr2 TTL
9824 chr2 CKAP2L
9825 chr2 CBWD2
9826 chr2 SMYD1
9827 chr2 C2orf15
9828 chr2 OTOS
9829 chr2 OR6B3
9830 chr2 COMMD1
9831 chr2 PROM2
9832 chr2 ANKAR
9833 chr2 FBXO41
9834 chr2 TTC30B
9835 chr2 GPAT2
9836 chr2 ITPRIPL1
9837 chr2 FAM117B
9838 chr2 GAREM2
9839 chr2 PUS10
9840 chr2 ZSWIM2
9841 chr2 LOC151174
9842 chr2 ARL6IP6
9843 chr2 METTL21A
9844 chr2 CCNYL1
9845 chr2 KLHL23
9846 chr2 PPP1R1C
9847 chr2 SGOL2
9848 chr2 ALS2CR11
9849 chr2 SLC38A11
9850 chr2 CCDC140
9851 chr2 SLC23A3
9852 chr2 FAHD2B
9853 chr2 FAM84A
9854 chr2 GDF7
9855 chr2 LOC151475
9856 chr2 LINC00471
9857 chr2 LOC151484
9858 chr2 ASPRV1
9859 chr2 WDSUB1
9860 chr2 UPP2
9861 chr2 GPR155
9862 chr3 TTC14
9863 chr3 DTX3L
9864 chr3 FAM19A4
9865 chr3 SGOL1
9866 chr3 EFHB
9867 chr3 PPM1L
9868 chr3 LRRC34
9869 chr3 DPPA2
9870 chr3 MB21D2
9871 chr3 PPP4R2
9872 chr3 XXYLT1
9873 chr9 RNF38
9874 chr9 GLIPR2
9875 chr3 C3orf22
9876 chr3 ZCWPW2
9877 chr3 CMC1
9878 chr3 CCDC50
9879 chr3 PYDC2
9880 chr3 SPICE1
9881 chr3 CCDC13
9882 chr3 LOC152225
9883 chr3 FGD5
9884 chr3 CNTN4
9885 chr3 C3orf30
9886 chr4 PAQR3
9887 chr4 SHISA3
9888 chr4 SCFD2
9889 chr4 WWC2-AS2
9890 chr4 ZNF595
9891 chr4 C4orf26
9892 chr4 KLB
9893 chr4 PPM1K
9894 chr4 C4orf45
9895 chr4 RASGEF1B
9896 chr9 DAB2IP
9897 chr5 SLC38A9
9898 chr5 SLC36A2
9899 chr5 CREBRF
9900 chr5 CEP120
9901 chr5 TMEM167A
9902 chr5 MBLAC2
9903 chr5 TMEM161B
9904 chr5 ZMAT2
9905 chr5 C5orf38
9906 chr5 BTNL9
9907 chr5 ARSK
9908 chr5 TTC23L
9909 chr5 LOC153684
9910 chr5 CCDC112
9911 chr5 SH3RF2
9912 chr5 RNF145
9913 chr6 ZC2HC1B
9914 chr6 SNRNP48
9915 chr6 CNKSR3
9916 chr6 RAET1L
9917 chr6 SAMD3
9918 chr6 SLC2A12
9919 chr6 HDGFL1
9920 chr6 RNF217
9921 chr6 KHDC3L
9922 chr6 LINC01600
9923 chr6 BVES-AS1
9924 chr6 CCDC167
9925 chr7 ABCA13
9926 chr7 C7orf60
9927 chr7 C7orf55
9928 chrX AMOT
9929 chr7 VKORC1L1
9930 chr11 AMOTL1
9931 chr7 KCTD7
9932 chr7 C7orf66
9933 chr7 GIMAP8
9934 chr7 ZNF425
9935 chr7 LOC155060
9936 chr7 ZNF746
9937 chr7 ATP6V0E2
9938 chr1 SLC2A7
9939 chr7 WBSCR27
9940 chr7 VPS37D
9941 chr7 RBM33
9942 chr7 AGR3
9943 chr8 LOC157273
9944 chr8 SGK223
9945 chr8 CDCA2
9946 chr8 TMEM65
9947 chr8 RDH10
9948 chr8 BAALC-AS2
9949 chr8 ANKRD46
9950 chr8 ESCO2
9951 chr8 FBXO16
9952 chr8 C8orf37
9953 chr8 VPS13B
9954 chr8 TDRP
9955 chr8 ERICH1
9956 chr8 SLC7A13
9957 chr8 MCMDC2
9958 chr8 CLVS1
9959 chr8 KCNU1
9960 chr8 SBSPON
9961 chr9 CAMSAP1
9962 chr9 LINGO2
9963 chr9 C9orf163
9964 chr9 MAMDC4
9965 chr9 AK8
9966 chr9 OR1Q1
9967 chr9 TTLL11
9968 chr9 RASEF
9969 chr9 TTC39B
9970 chr9 FAM201A
9971 chr9 TTC16
9972 chr9 FAM120AOS
9973 chr9 LINC00475
9974 chr9 FREM1
9975 chr9 KIAA2026
9976 chr9 C9orf84
9977 chr9 KIAA1958
9978 chr9 TSTD2
9979 chr9 ZNF782
9980 chr9 LOC158435
9981 chr9 PRUNE2
9982 chrX ZNF645
9983 chrX CSAG1
9984 chrX FAAH2
9985 chrX ZXDB
9986 chrX ARHGAP36
9987 chrX RIBC1
9988 chrX AKAP14
9989 chrX MAGEB6
9990 chrX AWAT2
9991 chrX ZDHHC15
9992 chrX USP51
9993 chrX H2BFWT
9994 chrX FAM122B
9995 chrX FAM122C
9996 chr10 USP54
9997 chr10 SLC35G1
9998 chr11 SLC5A12
9999 chr11 PATE1
10000 chr11 C11orf65
10001 chr11 LDHAL6A
10002 chr12 TMTC2
10003 chr12 CLEC12A
10004 chr12 TMTC3
10005 chr12 C12orf50
10006 chr12 ALDH1L2
10007 chr12 DENND5B
10008 chr12 GRASP
10009 chr12 CCDC63
10010 chr12 CCDC60
10011 chr13 DGKH
10012 chr13 CCDC122
10013 chr13 STOML3
10014 chr14 FAM71D
10015 chr14 TMEM229B
10016 chr14 SYNE3
10017 chr14 CLEC14A
10018 chr14 REM2
10019 chr14 TMEM30B
10020 chr14 SAMD15
10021 chr14 EML5
10022 chr15 STRC
10023 chr15 CFAP161
10024 chr15 DYX1C1
10025 chr15 OTUD7A
10026 chr15 SPRED1
10027 chr15 ODF3L1
10028 chr15 PGBD4
10029 chr15 ADAL
10030 chr15 EXD1
10031 chr15 FSIP1
10032 chr16 ZFPM1
10033 chr16 ITPRIPL2
10034 chr16 C16orf82
10035 chr16 ZFP1
10036 chr17 ANKFN1
10037 chr17 MARCH10
10038 chr17 SLFN5
10039 chr17 FAM134C
10040 chr17 RHBDL3
10041 chr17 TRPV3
10042 chr17 SLC16A11
10043 chr17 FBXO39
10044 chr17 KRT28
10045 chr17 USP32P1
10046 chr18 ZNF519
10047 chr19 ZNF320
10048 chr19 ZNF550
10049 chr19 ZNF296
10050 chr19 DEDD2
10051 chr19 ZNF846
10052 chr19 OR7D2
10053 chr19 ZNF791
10054 chr19 ZNF564
10055 chr19 ZNF709
10056 chr19 ZNF433
10057 chr19 ZNF114
10058 chr19 ZNF567
10059 chr19 ZNF383
10060 chr19 EID2
10061 chr19 PRR22
10062 chr19 SYNE4
10063 chr19 ZNF676
10064 chr19 ZNF540
10065 chr1 DENND2C
10066 chr1 GBP6
10067 chr1 DENND1B
10068 chr1 TOR1AIP2
10069 chr1 CALML6
10070 chr1 IFNLR1
10071 chr1 CITED4
10072 chr1 SPRR4
10073 chr1 KANK4
10074 chr1 SASS6
10075 chr1 SDE2
10076 chr1 CNST
10077 chr1 FAM43B
10078 chr1 PAQR7
10079 chr1 TTC24
10080 chr1 CCDC185
10081 chr1 UBL4B
10082 chr20 WFDC13
10083 chr20 APCDD1L
10084 chr22 CABP7
10085 chr22 APOBEC3H
10086 chr22 WBP2NL
10087 chr2 CCDC138
10088 chr2 ADGRF3
10089 chr2 C2orf57
10090 chr2 OXER1
10091 chr2 FAM179A
10092 chr2 FAM171B
10093 chr2 C1QL2
10094 chr2 UBXN2A
10095 chr2 DQX1
10096 chr3 PARP15
10097 chr3 SPTSSB
10098 chr3 DNAJB8
10099 chr3 GPR156
10100 chr3 XIRP1
10101 chr3 RNF168
10102 chr3 CHST13
10103 chr3 PRICKLE2
10104 chr3 KBTBD12
10105 chr4 BBS12
10106 chr4 DCLK2
10107 chr4 ADGRA3
10108 chr4 TRIM60
10109 chr4 FREM3
10110 chr4 RASSF6
10111 chr4 RBM46
10112 chr4 SGMS2
10113 chr5 CDC20B
10114 chr5 UGT3A2
10115 chr5 PAPD4
10116 chr5 DCP2
10117 chr5 LIX1
10118 chr5 ZNF366
10119 chr5 FAM151B
10120 chr6 PRSS35
10121 chr6 OLIG3
10122 chr6 TXLNB
10123 chr6 DACT2
10124 chr6 C6orf118
10125 chr7 ZNF92
10126 chr7 GALNTL5
10127 chrX DDX53
10128 chr7 ZNF679
10129 chr7 RNF133
10130 chr7 GIMAP7
10131 chr7 BMPER
10132 chr7 ZNF800
10133 chr8 CNBD1
10134 chr8 SLC30A8
10135 chr8 COL22A1
10136 chr8 TMEM64
10137 chr8 ZNF596
10138 chr8 IDO2
10139 chr9 STKLD1
10140 chr9 KCNV2
10141 chr9 OLFML2A
10142 chr9 TMEM252
10143 chr9 QSOX2
10144 chr9 GLIS3
10145 chr9 ZNF169
10146 chrX SPIN3
10147 chrX TCEANC
10148 chrX ZCCHC12
10149 chrX ARX
10150 chr10 FAM170B
10151 chr10 OIT3
10152 chr10 C10orf91
10153 chr10 PWWP2B
10154 chr19 SSBP4
10155 chr20 ACTL10
10156 chr3 DHX36
10157 chr3 HTR3C
10158 chr11 GPHA2
10159 chr5 S100Z
10160 chrX XAGE3
10161 chrX XAGE5
10162 chrX NUDT10
10163 chr11 ADAMTS15
10164 chr5 ADAMTS16
10165 chr15 ADAMTS17
10166 chr4 COX7B2
10167 chr2 KCNG3
10168 chr19 ZNF431
10169 chr4 ZNF721
10170 chr19 ANKRD24
10171 chr12 ZNF384
10172 chr7 ABHD11-AS1
10173 chr20 ASXL1
10174 chr19 ZNF675
10175 chrX FAM9A
10176 chrX FAM9C
10177 chr14 SPTSSA
10178 chr6 PTCRA
10179 chr18 ABHD3
10180 chr12 PGAM5
10181 chr5 HIGD2A
10182 chr17 KRT24
10183 chr2 CYS1
10184 chr1 AGO3
10185 chr1 AGO4
10186 chr15 SCAMP5
10187 chr21 LINC00189
10188 chr8 SDR16C5
10189 chr10 ANTXRL
10190 chr10 EMX2OS
10191 chr11 METTL15
10192 chr11 OR56B4
10193 chr12 KRT78
10194 chr12 RILPL2
10195 chr12 DNAH10
10196 chr12 AMN1
10197 chr12 DTX3
10198 chr12 METTL7B
10199 chr12 C12orf77
10200 chr12 ZFC3H1
10201 chr12 FAM71C
10202 chr12 RMST
10203 chr12 CCER1
10204 chr12 PIANP
10205 chr12 DCP1B
10206 chr12 ARID2
10207 chr10 VSTM4
10208 chr10 PAOX
10209 chr10 FAM24B
10210 chr14 ADCY4
10211 chr15 FAM227B
10212 chr15 GRAMD2
10213 chr15 PATL2
10214 chr16 ZNF778
10215 chr16 ACSF3
10216 chr16 WDR90
10217 chr16 EME2
10218 chr16 NSMCE1
10219 chr3 TTC21A
10220 chr19 MCEMP1
10221 chr19 ZNF627
10222 chr19 DAND5
10223 chr19 ZNF585A
10224 chr19 GGN
10225 chr19 CADM4
10226 chr19 ZNF626
10227 chr19 FAM129C
10228 chr19 ADM5
10229 chr1 ALG14
10230 chr1 FAM76A
10231 chr1 C1orf168
10232 chr1 TMEM201
10233 chr1 TMEM61
10234 chr1 FAAP20
10235 chr1 CDCP2
10236 chr1 SLC5A9
10237 chr1 NUDT17
10238 chr1 TXLNA
10239 chr1 C1orf100
10240 chr1 SPAG17
10241 chr1 SLFNL1
10242 chr1 KRTCAP2
10243 chr1 CRTC2
10244 chr1 TMEM51-AS1
10245 chr1 IBA57
10246 chr22 APOBEC3A
10247 chr22 APOBEC3F
10248 chr2 VWA3B
10249 chr2 CREG2
10250 chr2 GKN2
10251 chr2 TEX37
10252 chr2 ANKRD23
10253 chr2 APLF
10254 chr2 KRTCAP3
10255 chr2 SPRED2
10256 chr3 ALG1L
10257 chr3 C3orf67
10258 chr3 KCTD6
10259 chr3 ARL13B
10260 chr3 DHFRL1
10261 chr3 HTR3D
10262 chr3 RPL22L1
10263 chr3 FBXO45
10264 chr3 KLHDC8B
10265 chr3 GABRR3
10266 chr17 DHRS7C
10267 chr17 TVP23C
10268 chr17 CENPV
10269 chr17 ZNF385C
10270 chr17 SLC16A13
10271 chr17 C17orf74
10272 chr17 SLC39A11
10273 chr17 TRIM65
10274 chr17 UNC13D
10275 chr17 SPNS3
10276 chr18 FBXO15
10277 chr18 RAB12
10278 chr18 ZBTB7C
10279 chr19 ZNF584
10280 chr19 ZSCAN4
10281 chr3 STT3B
10282 chr3 DNAH12
10283 chr3 DENND6A
10284 chr4 SLC10A4
10285 chr4 TMEM154
10286 chr4 SMIM14
10287 chr4 TMEM192
10288 chr4 RWDD4
10289 chr5 SPATA24
10290 chr5 DNAJC18
10291 chr5 LINC01554
10292 chr5 GAPT
10293 chr5 CMYA5
10294 chr5 STK32A
10295 chr6 KHDRBS2
10296 chr7 C7orf33
10297 chr7 TMEM184A
10298 chr8 ADCK5
10299 chr8 R3HCC1
10300 chr8 PRSS55
10301 chr8 ERICH5
10302 chr9 C9orf91
10303 chr9 C9orf72
10304 chr9 CCDC171
10305 chr9 FAM219A
10306 chr9 ANKS6
10307 chrX CT83
10308 chrX ZCCHC5
10309 chrX NRK
10310 chrX INTS6L
10311 chrX VMA21
10312 chrX PAGE2
10313 chr15 CERS3
10314 chr16 PDILT
10315 chr1 HIPK1
10316 chr1 SLC44A5
10317 chr2 AMER3
10318 chr2 LINC00116
10319 chr3 C3orf58
10320 chr4 TRIML2
10321 chr5 LVRN
10322 chr10 SFTA1P
10323 chr7 SAMD9L
10324 chr1 ATAD3C
10325 chr13 USP12
10326 chr11 OR4C16
10327 chr11 OR4C11
10328 chr11 OR4C6
10329 chr11 OR5D14
10330 chr11 OR5L1
10331 chr11 OR5D18
10332 chr11 OR8K5
10333 chr11 OR5R1
10334 chr11 OR5M3
10335 chr11 OR5M8
10336 chr11 OR5M11
10337 chr11 OR5AR1
10338 chr11 SMTNL1
10339 chr11 YPEL4
10340 chr7 C7orf62
10341 chr7 ZNF804B
10342 chr10 C10orf107
10343 chr10 ZCCHC24
10344 chr10 ENKUR
10345 chr10 UNC5B
10346 chr10 C10orf35
10347 chr10 TYSND1
10348 chr10 GJD4
10349 chr10 CCNY
10350 chr10 TBATA
10351 chr11 C11orf45
10352 chr11 HYLS1
10353 chr11 SLC37A2
10354 chr11 OR8B12
10355 chr11 OR8G5
10356 chr11 OR10G9
10357 chr11 OR10S1
10358 chr11 OR6T1
10359 chr11 TBCEL
10360 chr11 TMEM136
10361 chr11 TPCN2
10362 chr11 SPATA19
10363 chr11 OR6Q1
10364 chr11 OR9I1
10365 chr11 OR9Q1
10366 chr11 OR9Q2
10367 chr11 OR1S2
10368 chr11 OR1S1
10369 chr11 OR10Q1
10370 chr11 OR5B17
10371 chr11 OR5B21
10372 chr11 GLYATL2
10373 chr11 OR5A1
10374 chr11 OR4D11
10375 chr11 PATL1
10376 chr11 CYB561A3
10377 chr11 PPP1R32
10378 chr11 GDPD4
10379 chr11 DDIAS
10380 chr11 ORAOV1
10381 chr13 SPERT
10382 chr13 DLEU7
10383 chr13 FAM124A
10384 chr13 TPTE2P3
10385 chr18 DOK6
10386 chr10 ATOH7
10387 chr11 OAF
10388 chr11 FAM181B
10389 chr11 CCDC89
10390 chr18 RNF152
10391 chr17 USP32P2
10392 chr9 CBWD5
10393 chr10 ZEB1-AS1
10394 chr10 SLC16A9
10395 chr10 FAM13C
10396 chr10 TMEM72-AS1
10397 chr10 RASGEF1A
10398 chr10 JMJD1C
10399 chr10 UCMA
10400 chr10 C10orf111
10401 chr10 FAM171A1
10402 chr10 SLC39A12
10403 chr10 ARL5B
10404 chr11 LRRN4CL
10405 chr11 HNRNPUL2
10406 chr11 ALKBH3
10407 chr13 SKA3
10408 chr13 MICU2
10409 chr13 SPATA13
10410 chr16 ADGRG5
10411 chr16 PRSS54
10412 chr6 AK9
10413 chr6 NT5DC1
10414 chr6 FAM26D
10415 chr6 ZUFSP
10416 chr6 GSTA5
10417 chr6 OPN5
10418 chr6 SPATS1
10419 chr6 RSPH9
10420 chr6 OARD1
10421 chr6 FGD2
10422 chr6 PI16
10423 chr6 C6orf89
10424 chr6 ARMC12
10425 chr6 C6orf1
10426 chr6 KDM1B
10427 chr6 RBM24
10428 chr6 RNF182
10429 chr6 PHACTR1
10430 chr6 SMIM13
10431 chr6 LINC00518
10432 chr6 PXDC1
10433 chr7 FAM200A
10434 chr7 VWDE
10435 chr7 TWISTNB
10436 chr7 SP8
10437 chr7 JAZF1
10438 chr7 PPP1R35
10439 chr7 BRAT1
10440 chr7 SDK1
10441 chr7 FOXK1
10442 chr7 DAGLB
10443 chr7 CCZ1B
10444 chr7 VSTM2A
10445 chr7 TMED4
10446 chr7 SRRM3
10447 chr7 FAM185A
10448 chr7 FBXL13
10449 chr10 BEND7
10450 chr13 LNX2
10451 chr16 ADGRG3
10452 chr6 HS3ST5
10453 chr6 GPRC6A
10454 chr6 RFX6
10455 chr6 SLC35F1
10456 chr6 ADGRF2
10457 chr6 TSPO2
10458 chr6 UNC5CL
10459 chr6 KCTD20
10460 chr6 PXT1
10461 chr6 SCUBE3
10462 chr6 ZSCAN23
10463 chr6 FAM217A
10464 chr7 TMEM130
10465 chr7 FERD3L
10466 chr7 NYAP1
10467 chr7 CCDC129
10468 chr7 SEMA3D
10469 chr2 SPDYA
10470 chr6 VGLL2
10471 chr2 ATP6V1C2
10472 chr4 CNOT6L
10473 chr17 GAS2L2
10474 chr1 AKR7L
10475 chr9 CDC26
10476 chr12 SLC17A8
10477 chr2 RNASEH1
10478 chr12 STAC3
10479 chr11 PELI3
10480 chr15 SPESP1
10481 chr16 IL27
10482 chr1 TMEM9
10483 chr18 ZNF396
10484 chrY FAM197Y2P
10485 chr17 STXBP4
10486 chr1 FNDC5
10487 chr7 HEPACAM2
10488 chr12 LINC00612
10489 chr1 EPHX4
10490 chr22 SERHL2
10491 chr5 EIF4E1B
10492 chr3 CADM2
10493 chr6 TMEM244
10494 chr2 GPATCH11
10495 chr3 ZNF620
10496 chr9 ANKRD18A
10497 chr10 FAM21C
10498 chr10 EBF3
10499 chr13 ZDHHC20
10500 chr20 C20orf166-AS1
10501 chr8 YTHDF3
10502 chr14 SFTA3
10503 chr16 ASPHD1
10504 chr2 METAP1D
10505 chr12 LRRC43
10506 chrX BRWD3
10507 chr14 FBXO33
10508 chr1 TTLL10
10509 chr11 TSGA10IP
10510 chr11 RNF169
10511 chr6 FAM26E
10512 chr1 AKNAD1
10513 chr9 PHYHD1
10514 chr11 ZDHHC24
10515 chr11 C11orf86
10516 chr11 NUDT8
10517 chr12 OR6C3
10518 chr17 TMEM256
10519 chr3 ZDHHC23
10520 chr8 LOC254896
10521 chr9 OR1L4
10522 chr10 CALHM1
10523 chr19 TMEM86B
10524 chr19 CBARP
10525 chr17 TAC4
10526 chr2 CFAP65
10527 chr1 TMCO4
10528 chr4 C4orf22
10529 chr19 CSNK1G2-AS1
10530 chr11 ANKK1
10531 chr15 LRRC57
10532 chr4 ZNF718
10533 chr4 ELMOD2
10534 chr1 COL24A1
10535 chr1 PCSK9
10536 chr3 TCTEX1D2
10537 chr3 SMCO1
10538 chr17 BCL6B
10539 chr16 CNEP1R1
10540 chr1 SYT14
10541 chr13 PAN3
10542 chr5 ANKRD31
10543 chr19 ZNF549
10544 chr3 COL6A5
10545 chr11 OR4S1
10546 chr17 CDRT15L2
10547 chr7 STEAP1B
10548 chr14 NUDT14
10549 chr10 PTF1A
10550 chr17 NATD1
10551 chr4 CCDC110
10552 chr3 GK5
10553 chr6 SCML4
10554 chr14 SERPINA11
10555 chr12 GLIPR1L1
10556 chrX MAP7D2
10557 chr15 WDR72
10558 chr10 C10orf67
10559 chr4 LOC256880
10560 chr11 OR51F1
10561 chr19 KANK3
10562 chr7 SUN3
10563 chr5 SERINC5
10564 chr9 FRMD3
10565 chr1 C1orf101
10566 chr1 ZNF683
10567 chr1 ARHGAP30
10568 chr11 RNF214
10569 chr9 C9orf43
10570 chr6 GPX6
10571 chr21 DSCR9
10572 chr6 SHPRH
10573 chr4 CCDC96
10574 chrX KLHL34
10575 chr2 C2orf72
10576 chr7 FAM133B
10577 chr3 ALS2CL
10578 chr10 HSPA12A
10579 chr10 SGMS1
10580 chr21 DSCR10
10581 chr3 TMIE
10582 chr20 WFDC11
10583 chr20 WFDC9
10584 chr1 ASPM
10585 chr4 BOD1L1
10586 chr7 TAS2R39
10587 chr7 TAS2R41
10588 chr9 FAM205A
10589 chr1 CYP4X1
10590 chr1 MAGI3
10591 chr16 PYDC1
10592 chr4 FDCSP
10593 chr7 STEAP2
10594 chr22 SEC14L3
10595 chr9 LINC00094
10596 chr1 BEST4
10597 chr6 MDGA1
10598 chr22 RGL4
10599 chr21 D21S2088E
10600 chr1 PGBD2
10601 chr10 PGBD3
10602 chr22 RNU12
10603 chr13 DAOA
10604 chr11 C11orf31
10605 chr20 WFDC10B
10606 chr21 LINC00515
10607 chr19 IFNL1
10608 chr11 AQP11
10609 chr11 OR10AG1
10610 chr11 OR5J2
10611 chrX RAB40AL
10612 chr10 C10orf53
10613 chr10 STK32C
10614 chr10 BLOC1S2
10615 chr10 FLJ37201
10616 chr10 LOC283038
10617 chr11 OR4C13
10618 chr11 OR4C12
10619 chr11 OR51V1
10620 chr11 H19
10621 chr11 C11orf85
10622 chr11 SLC25A45
10623 chr11 BCL9L
10624 chr11 OR8D1
10625 chr11 OR8D2
10626 chr11 OR8B4
10627 chr11 KIRREL3-AS3
10628 chr11 LOC283194
10629 chr11 P4HA3
10630 chr11 PGM2L1
10631 chr11 KLHL35
10632 chr11 KCTD21
10633 chr11 CRACR2B
10634 chr11 TMEM80
10635 chr11 TTC9C
10636 chr11 RCOR2
10637 chr11 HARBI1
10638 chr11 OLFML1
10639 chr12 OTOGL
10640 chr12 CD163L1
10641 chr12 LOC283332
10642 chr12 ZNF740
10643 chr12 RASSF3
10644 chr12 B4GALNT3
10645 chr12 OR6C6
10646 chr12 ANKRD52
10647 chr12 SLC39A5
10648 chr12 SPRYD4
10649 chr12 CLEC9A
10650 chr12 LINC01559
10651 chr12 LINC00485
10652 chr12 HECTD4
10653 chr12 KSR2
10654 chr12 GATC
10655 chr12 HNF1A-AS1
10656 chr12 GXYLT1
10657 chr12 TMPRSS12
10658 chr13 CHAMP1
10659 chr13 SIAH3
10660 chr13 KCNRG
10661 chr13 LINC00282
10662 chr13 SLC46A3
10663 chr14 GPR137C
10664 chr14 PROX2
10665 chr14 ZDHHC22
10666 chr14 C14orf178
10667 chr14 SNHG10
10668 chr14 C14orf177
10669 chr14 TSSK4
10670 chr14 FAM177A1
10671 chr14 CEP170B
10672 chr15 HMGN2P46
10673 chr15 REC114
10674 chr15 ST20-AS1
10675 chr15 OR4N4
10676 chr15 LOC283731
10677 chr15 FAM98B
10678 chr15 FBXL22
10679 chr16 CCDC79
10680 chr16 NPW
10681 chr16 BRICD5
10682 chr16 LINC00514
10683 chr16 C16orf54
10684 chr16 INO80E
10685 chr16 FBXL19-AS1
10686 chr16 ZNF843
10687 chr16 C16orf91
10688 chr16 TMEM114
10689 chr16 PDXDC2P
10690 chr17 LINC00469
10691 chr17 FADS6
10692 chr17 HID1
10693 chr17 TSEN54
10694 chr17 UBALD2
10695 chr17 TMEM235
10696 chr17 HEXDC
10697 chr17 VMO1
10698 chr17 C17orf58
10699 chr17 LINC00324
10700 chr17 CCDC144B
10701 chr17 C17orf105
10702 chr17 FAM171A2
10703 chr17 TTLL6
10704 chr17 LOC284080
10705 chr17 C17orf47
10706 chr17 TMEM102
10707 chr17 FLJ36000
10708 chr17 ENDOV
10709 chr17 GDPD1
10710 chr17 TMEM105
10711 chr18 CYP4F35P
10712 chr18 DYNAP
10713 chr18 BOD1L2
10714 chr18 ZADH2
10715 chr18 SMIM21
10716 chr18 HMSD
10717 chr19 ZNF776
10718 chr19 C19orf54
10719 chr19 CXCL17
10720 chr19 ZNF575
10721 chr19 ZNF283
10722 chr19 TPRX1
10723 chr19 EMC10
10724 chr19 KLK9
10725 chr19 SIGLECL1
10726 chr19 ZNF615
10727 chr19 ZNF841
10728 chr19 ZNF763
10729 chr19 ZNF844
10730 chr19 WDR62
10731 chr19 ZFP82
10732 chr19 TMEM150B
10733 chr19 FAM71E2
10734 chr19 OR10H5
10735 chr19 NWD1
10736 chr19 ODF3L2
10737 chr19 HKR1
10738 chr1 FAM19A3
10739 chr1 FAM102B
10740 chr1 RUSC1-AS1
10741 chr1 LOC284632
10742 chr1 SMG7-AS1
10743 chr1 EPHA10
10744 chr1 C1orf111
10745 chr1 ZNF326
10746 chr1 BTBD8
10747 chr1 RIMKLA
10748 chr20 LINC00176
10749 chr20 SIRPB2
10750 chr20 LOC284798
10751 chr20 FAM182A
10752 chr21 LINC00323
10753 chr22 LOC284865
10754 chr22 TTC28-AS1
10755 chr22 SEC14L4
10756 chr2 SH2D6
10757 chr2 CCDC150
10758 chr2 FAM150B
10759 chr2 CCDC141
10760 chr2 LINC00486
10761 chr2 C2orf61
10762 chr2 DNAJC5G
10763 chr2 IAH1
10764 chr2 FAM126B
10765 chr2 UNC80
10766 chr2 RGPD4
10767 chr2 DUSP28
10768 chr3 SLC9A9
10769 chr3 EOGT
10770 chr3 FBXW12
10771 chr3 HTR3E
10772 chr3 ZNF619
10773 chr3 ZNF621
10774 chr3 RABL3
10775 chr3 CCDC66
10776 chr3 ZNF660
10777 chr3 SUMF1
10778 chr3 PRRT3
10779 chr3 TPRG1
10780 chr4 DCAF4L1
10781 chr4 CRIPAK
10782 chr4 DOK7
10783 chr4 RNF212
10784 chr4 FAM13A-AS1
10785 chr4 COX18
10786 chr4 YIPF7
10787 chr4 RNF175
10788 chr4 FAM200B
10789 chr4 STPG2
10790 chr5 LOC285593
10791 chr5 ARL10
10792 chr5 GPR150
10793 chr5 LOC285629
10794 chr5 C5orf51
10795 chr5 SLC36A3
10796 chr5 OR2V2
10797 chr5 C5orf64
10798 chr5 RNF180
10799 chr5 SREK1IP1
10800 chr5 ZNF454
10801 chr5 C5orf60
10802 chr5 RGMB
10803 chr6 LINC00326
10804 chr6 CEP57L1
10805 chr6 PPIL6
10806 chr6 FLJ34503
10807 chr6 CAGE1
10808 chr6 LOC285847
10809 chr6 TREML4
10810 chr6 RPL7L1
10811 chr7 CNPY1
10812 chr7 LINC00174
10813 chr7 TCAF2
10814 chr7 ZNF775
10815 chr7 ATG9B
10816 chr7 ZNF789
10817 chr7 LSMEM1
10818 chr7 FLJ40288
10819 chr8 XKR6
10820 chr8 LOC286083
10821 chr8 MICU3
10822 chr8 ZFP41
10823 chr8 SCARA5
10824 chr8 TRIQK
10825 chr8 FBXO43
10826 chr8 PPP1R42
10827 chr9 CRB2
10828 chr9 CFAP157
10829 chr9 SPATA31E1
10830 chr9 TPRN
10831 chr9 LOC286297
10832 chr9 TUSC1
10833 chr9 FAM225A
10834 chr9 OR13D1
10835 chrX ATP11C
10836 chrX YIPF6
10837 chrX CFAP47
10838 chrX FAM133A
10839 chr1 LIN9
10840 chr3 TRIM59
10841 chr12 KRT6C
10842 chr3 TRIM42
10843 chr3 EIF4E3
10844 chr10 FAM149B1
10845 chr5 RFESD
10846 chr19 VN1R2
10847 chr19 VN1R4
10848 chr17 KLHL10
10849 chr14 DHRS4L2
10850 chr14 ADAM20P1
10851 chr14 C14orf39
10852 chr14 CCDC85C
10853 chr12 DDX51
10854 chr12 KRT73
10855 chr14 SNORD8
10856 chr14 SNORD56B
10857 chr4 ZAR1
10858 chr17 RAB37
10859 chr14 SERPINA9
10860 chr1 PPM1J
10861 chr16 SNAI3
10862 chr13 UBAC2
10863 chr21 KRTAP8-1
10864 chr21 KRTAP19-1
10865 chr21 KRTAP6-1
10866 chr21 KRTAP6-2
10867 chr21 KRTAP6-3
10868 chr21 KRTAP19-5
10869 chr21 KRTAP19-6
10870 chr21 KRTAP19-7
10871 chr21 KRTAP20-1
10872 chr21 KRTAP21-1
10873 chr21 KRTAP21-2
10874 chr21 KRTAP22-1
10875 chr21 KRTAP20-3
10876 chr14 LINC00226
10877 chr14 LINC00221
10878 chr7 ST7-OT4
10879 chr1 FAM151A
10880 chr1 S100A7A
10881 chr8 GPIHBP1
10882 chr12 CLEC4D
10883 chr9 IFNE
10884 chr7 TAS2R60
10885 chr15 SNORD109B
10886 chr15 SNORD115-1
10887 chr11 ANO9
10888 chr12 HCAR2
10889 chr10 KCNK18
10890 chr10 DUPD1
10891 chr11 LUZP2
10892 chr11 CCDC84
10893 chr11 TMEM225
10894 chr11 OR5F1
10895 chr11 OR5AP2
10896 chr11 ANKRD13D
10897 chr11 ANKRD42
10898 chr11 B4GALNT4
10899 chr11 OR52L1
10900 chr11 OR2AG2
10901 chr12 TMEM119
10902 chr12 KRT79
10903 chr13 C1QTNF9
10904 chr14 RNASE10
10905 chr14 VSX2
10906 chr15 TMEM202
10907 chr16 PRSS53
10908 chr3 RAB43
10909 chr16 JMJD8
10910 chr16 FAM92B
10911 chr17 ASB16-AS1
10912 chr17 C17orf67
10913 chr17 ENPP7
10914 chr17 OXLD1
10915 chr17 ARL16
10916 chr18 CPLX4
10917 chr19 ZNF260
10918 chr19 ZNF546
10919 chr19 ADAMTSL5
10920 chr1 LINGO4
10921 chr1 RXFP4
10922 chr1 ANKRD45
10923 chr1 C1orf174
10924 chr1 KLHL17
10925 chr1 ZBTB8OS
10926 chr1 ZNF678
10927 chr1 PRSS38
10928 chr1 CCDC190
10929 chr1 LOC339529
10930 chr1 C1orf228
10931 chr21 LOC339622
10932 chr22 SLC35E4
10933 chr2 SPOPL
10934 chr2 C2orf70
10935 chr2 LOC339803
10936 chr2 C2orf74
10937 chr3 KY
10938 chr3 C3orf35
10939 chr3 PRSS42
10940 chr4 TMPRSS11A
10941 chr4 LOC339975
10942 chr4 TRIML1
10943 chr4 LRRC66
10944 chr5 FAM170A
10945 chr5 ARSI
10946 chr5 LOC340107
10947 chr5 ANKRD34B
10948 chr6 SLC35D3
10949 chr6 DPPA5
10950 chr6 CLPSL1
10951 chr6 TREML1
10952 chr7 ZNF680
10953 chr7 UNCX
10954 chr7 COL28A1
10955 chr7 FAM221A
10956 chr8 KLHL38
10957 chr8 NRBP2
10958 chr8 ZNF517
10959 chr8 WDR97
10960 chr9 ZDHHC21
10961 chr9 ACER2
10962 chrX RGAG4
10963 chrX PABPC1L2A
10964 chrX KIAA2022
10965 chrX BEX5
10966 chrX VSIG1
10967 chrX ZC3H12B
10968 chrX SATL1
10969 chrX DCAF12L2
10970 chr10 LRIT2
10971 chr10 HMX3
10972 chr10 EBLN1
10973 chr11 OR52B6
10974 chr11 DCDC1
10975 chr11 C11orf53
10976 chr11 OR2AT4
10977 chr11 OVCH2
10978 chr12 SMCO2
10979 chr12 OVCH1
10980 chr12 OR6C2
10981 chr12 OR6C4
10982 chr12 H1FNT
10983 chr13 FREM2
10984 chr14 SLC35F4
10985 chr15 GLDN
10986 chr15 GOLGA6A
10987 chr15 TMC3
10988 chr15 ZNF774
10989 chr15 FMN1
10990 chr16 ATXN1L
10991 chr17 CD300E
10992 chr17 SMTNL2
10993 chr17 KRT27
10994 chr17 SLFN14
10995 chr17 STAC2
10996 chr19 VSTM2B
10997 chr19 ZNF850
10998 chr19 SYCN
10999 chr19 ZNF284
11000 chr19 C19orf81
11001 chr19 ZNF677
11002 chr19 RFPL4A
11003 chr19 ZSCAN5B
11004 chr19 ZSCAN22
11005 chr19 PALM3
11006 chr1 PRAMEF10
11007 chr1 OR2W3
11008 chr1 OR10R2
11009 chr1 FCRL6
11010 chr1 KCNT2
11011 chr1 BARHL2
11012 chr1 OR2T29
11013 chr20 ARHGAP40
11014 chr20 XKR7
11015 chr2 FIGLA
11016 chr2 EVX2
11017 chr2 CDKL4
11018 chr2 SH3RF3
11019 chr2 GPR148
11020 chr3 GPR149
11021 chr3 ZNF860
11022 chr3 CD200R1L
11023 chr3 PAQR9
11024 chr3 RTP2
11025 chr3 OSTN
11026 chr3 ATP13A5
11027 chr4 PRSS48
11028 chr4 SOWAHB
11029 chr4 MSANTD1
11030 chr4 HSD17B13
11031 chr5 PFN3
11032 chr6 ECT2L
11033 chr6 EYS
11034 chr6 ZNF391
11035 chr7 SEPT14
11036 chr7 OR2A12
11037 chr7 GNAT3
11038 chr7 FAM71F2
11039 chr7 STRA8
11040 chr7 KLRG2
11041 chr8 SLC10A5
11042 chr9 QRFP
11043 chr9 OR1J1
11044 chr9 OR1B1
11045 chr9 KIF24
11046 chr9 IGFBPL1
11047 chrX LANCL3
11048 chrX DCAF8L2
11049 chrX SOWAHD
11050 chrX OR13H1
11051 chrX DGAT2L6
11052 chrX RAB41
11053 chr15 SNORD64
11054 chr3 SOX2-OT
11055 chr5 CATSPER3
11056 chr6 TUBB2B
11057 chr1 SERINC2
11058 chr3 NME9
11059 chr17 OTOP3
11060 chr6 C6orf52
11061 chr12 AMIGO2
11062 chr12 EP400NL
11063 chr13 TMEM255B
11064 chr13 LINC00442
11065 chr15 RBPMS2
11066 chr15 ANKDD1A
11067 chr15 ARPIN
11068 chr16 CLEC18A
11069 chr16 CTU2
11070 chr17 SKA2
11071 chr19 SELV
11072 chr19 ZNF530
11073 chr1 FAM159A
11074 chr1 FAM131C
11075 chr2 GEN1
11076 chr2 C2orf48
11077 chr3 WDR53
11078 chr3 LNP1
11079 chr3 CFAP100
11080 chr3 TPRXL
11081 chr4 FAM86EP
11082 chr5 SLC6A18
11083 chr5 HCN1
11084 chr6 NUP43
11085 chr7 ZNF713
11086 chr7 LINC00265
11087 chr7 WDR86
11088 chr7 GJC3
11089 chr11 PLET1
11090 chr11 RTN4RL2
11091 chr17 GPR142
11092 chr19 DNAAF3
11093 chr7 GATS
11094 chr19 ZNF429
11095 chr6 RAET1G
11096 chr12 RILPL1
11097 chr1 LCE1A
11098 chr1 LCE1B
11099 chr1 LCE1C
11100 chr1 LCE1E
11101 chr1 LCE2A
11102 chr17 ZACN
11103 chr5 SLCO4C1
11104 chr6 KAAG1
11105 chr1 PADI6
11106 chr3 ZNF445
11107 chr17 KRT26
11108 chr1 RGSL1
11109 chr4 ANKRD37
11110 chr3 SPATA12
11111 chr21 KRTAP10-10
11112 chr7 GPR141
11113 chr19 ZNF233
11114 chr1 BMP8A
11115 chr12 DPPA3
11116 chr4 KCNIP4-IT1
11117 chr17 FAM101B
11118 chr1 ZBTB41
11119 chr9 GLT6D1
11120 chr7 GSTK1
11121 chr15 USP50
11122 chr5 DND1
11123 chr11 GALNT18
11124 chr11 NCR3LG1
11125 chr11 FAM111B
11126 chr11 TMEM179B
11127 chr11 TBC1D10C
11128 chr11 DNAJB13
11129 chr12 KRT77
11130 chr12 PTPRQ
11131 chr12 C12orf42
11132 chr13 TPTE2P6
11133 chr14 ASPG
11134 chr15 ZNF710
11135 chr15 HDDC3
11136 chr18 ANKRD30B
11137 chr18 ATP9B
11138 chr19 HSD11B1L
11139 chr19 C19orf45
11140 chr19 ZNF699
11141 chr19 TMEM205
11142 chr19 YJEFN3
11143 chr19 SBSN
11144 chr19 B3GNT8
11145 chr19 IGFL1
11146 chr19 ZNF773
11147 chr1 SPATA21
11148 chr1 TEX38
11149 chr1 MROH7
11150 chr1 FAM73A
11151 chr1 PEAR1
11152 chr1 SFT2D2
11153 chr1 MIA3
11154 chr1 C1orf95
11155 chr2 RBM43
11156 chr2 RBM44
11157 chr3 TMEM110
11158 chr5 C5orf34
11159 chr5 SIMC1
11160 chr7 VWC2
11161 chr7 SLC26A5
11162 chr7 KCP
11163 chr8 SPATC1
11164 chr9 ENHO
11165 chr9 PTAR1
11166 chr9 SWI5
11167 chr1 AGRN
11168 chr12 LRRC10
11169 chr14 RAB15
11170 chr19 SLC27A1
11171 chr2 ZC3H6
11172 chr2 KLHL30
11173 chr3 PRSS45
11174 chr8 USP17L2
11175 chr8 CA13
11176 chr9 ENTPD8
11177 chr1 APITD1
11178 chr21 LINC00162
11179 chr21 COL18A1-AS1
11180 chr7 RNF148
11181 chrY RBMY1J
11182 chr22 CHKB-CPT1B
11183 chr11 ZFP91-CNTF
11184 chr4 KCTD8
11185 chr12 IL31
11186 chr21 KRTAP10-7
11187 chr21 KRTAP10-1
11188 chr21 KRTAP10-11
11189 chr21 KRTAP10-2
11190 chr21 KRTAP10-3
11191 chr21 KRTAP10-12
11192 chr3 AMIGO3
11193 chr6 SNHG5
11194 chr6 CENPW
11195 chr6 LINC00222
11196 chr6 CEP85L
11197 chr6 C6orf120
11198 chr14 TBPL2
11199 chr1 NSUN4
11200 chr21 LINC00320
11201 chr13 RASL11A
11202 chr1 GPR153
11203 chr20 TMEM189
11204 chr22 TPTEP1
11205 chr11 SLC22A25
11206 chr10 C10orf113
11207 chr10 FAM21A
11208 chr10 SH2D4B
11209 chr10 C10orf99
11210 chr10 SLC16A12
11211 chr10 CC2D2B
11212 chr10 ENO4
11213 chr10 ARMS2
11214 chr10 TEX36
11215 chr11 IFITM5
11216 chr11 OR56B1
11217 chr11 FIBIN
11218 chr11 SLC22A10
11219 chr11 SPDYC
11220 chr11 LIPT2
11221 chr12 CLEC12B
11222 chr12 CCDC184
11223 chr12 C12orf75
11224 chr12 CFAP73
11225 chr13 SHISA2
11226 chr13 SERP2
11227 chr14 LINC01551
11228 chr14 TOMM20L
11229 chr14 LINC01550
11230 chr14 RTL1
11231 chr15 TNFAIP8L3
11232 chr15 C2CD4B
11233 chr15 C15orf59
11234 chr16 SBK1
11235 chr16 C16orf86
11236 chr17 GLTPD2
11237 chr17 INCA1
11238 chr17 C17orf100
11239 chr17 SPDYE4
11240 chr17 SHISA6
11241 chr17 CCDC103
11242 chr17 YPEL2
11243 chr17 C17orf82
11244 chr17 BTBD17
11245 chr19 ZNF788
11246 chr19 RGS9BP
11247 chr19 ZNF790
11248 chr19 CEACAM16
11249 chr19 IGFL3
11250 chr19 ZNF761
11251 chr19 TMEM238
11252 chr19 ZNF749
11253 chr19 ZNF324B
11254 chr1 RNF207
11255 chr1 TRNP1
11256 chr1 CD164L2
11257 chr1 LDLRAD1
11258 chr1 SLC6A17
11259 chr1 LYSMD1
11260 chr1 HRNR
11261 chr1 FLG2
11262 chr1 C1orf189
11263 chr1 FMO6P
11264 chr1 C1orf53
11265 chr1 TMEM81
11266 chr1 CAPN8
11267 chr1 COA6
11268 chr20 LINC00493
11269 chr21 KRTAP26-1
11270 chr22 LINC00207
11271 chr2 MFSD2B
11272 chr2 C2orf71
11273 chr2 C2orf78
11274 chr2 SLC9A4
11275 chr2 SP5
11276 chr2 RESP18
11277 chr2 OR6B2
11278 chr3 ZNF662
11279 chr3 CDHR4
11280 chr3 FAM212A
11281 chr3 IQCF5
11282 chr3 VGLL3
11283 chr3 ANKUB1
11284 chr4 GRXCR1
11285 chr4 TMPRSS11F
11286 chr5 ANXA2R
11287 chr5 PROB1
11288 chr5 C5orf46
11289 chr6 PSMG4
11290 chr6 CLPSL2
11291 chr6 C6orf222
11292 chr6 GFRAL
11293 chr6 LIN28B
11294 chr6 SAMD5
11295 chr7 GTF2IRD2B
11296 chr7 FEZF1
11297 chr8 XKR5
11298 chr8 NUGGC
11299 chr8 C8orf86
11300 chr8 FAM150A
11301 chr8 XKR9
11302 chr8 RBM12B
11303 chr9 SPATA31A6
11304 chr9 SPATA31D1
11305 chr9 LRRC26
11306 chrUn LOC389834
11307 chrX MAP3K15
11308 chrX SPACA5
11309 chrX USP27X
11310 chr10 C1QL3
11311 chr11 OR52K1
11312 chr11 OR51D1
11313 chr11 OR52A5
11314 chr11 OR51B6
11315 chr11 OR51Q1
11316 chr11 OR52D1
11317 chr11 OR52H1
11318 chr11 OR52N4
11319 chr11 OR52N5
11320 chr11 OR52N2
11321 chr11 OR52E6
11322 chr11 OR52E8
11323 chr11 OR52E4
11324 chr11 OR56A3
11325 chr11 OR56A5
11326 chr11 OR4X1
11327 chr11 OR5D13
11328 chr11 OR5D16
11329 chr11 OR5W2
11330 chr11 OR8H2
11331 chr11 OR5M9
11332 chr11 OR5M10
11333 chr11 OR5M1
11334 chr11 OR9G1
11335 chr11 OR5B2
11336 chr11 OR5B12
11337 chr11 OR5AN1
11338 chr11 OR4D10
11339 chr11 OR10V1
11340 chr11 LRRC10B
11341 chr11 BSX
11342 chr11 OR6X1
11343 chr11 OR6M1
11344 chr11 OR8B3
11345 chr11 OR8A1
11346 chr12 OR6C1
11347 chr12 OR6C76
11348 chr12 OR6C70
11349 chr14 OR4K2
11350 chr14 OR4K13
11351 chr14 OR11G2
11352 chr14 OR11H4
11353 chr14 RNASE9
11354 chr15 KBTBD13
11355 chr15 UBAP1L
11356 chr15 OR4F6
11357 chr15 OR4F15
11358 chr16 C1QTNF8
11359 chr16 PTX4
11360 chr16 PABPN1L
11361 chr17 OR3A4P
11362 chr17 ARL5C
11363 chr19 ONECUT3
11364 chr19 OR7G2
11365 chr19 OR7G3
11366 chr19 OR7A10
11367 chr19 NUDT19
11368 chr19 ZNF793
11369 chr1 HES3
11370 chr1 PRAMEF12
11371 chr1 VHLL
11372 chr1 OR10K2
11373 chr1 OR6Y1
11374 chr1 OR6K3
11375 chr1 VSIG8
11376 chr1 OR2L8
11377 chr1 OR2M2
11378 chr1 OR2G6
11379 chr20 SPINT4
11380 chr2 SULT6B1
11381 chr2 DYTN
11382 chr4 TRIM61
11383 chr4 HELT
11384 chr7 OR2A25
11385 chr9 FAM221B
11386 chr9 OR13J1
11387 chr9 OR13C2
11388 chr9 OR1L6
11389 chr9 OR5C1
11390 chr9 OR1K1
11391 chrX GLOD5
11392 chrX ARL13A
11393 chr7 AGMO
11394 chr7 OR2A5
11395 chr19 SPRED3
11396 chr1 TMEM200B
11397 chr9 FAM102A
11398 chr15 SHC4
11399 chr15 CTXN2
11400 chr10 LINC00200
11401 chr10 LOC399715
11402 chr10 C10orf120
11403 chr10 FLJ37035
11404 chr10 SPRNP1
11405 chr11 COLCA1
11406 chr11 C11orf88
11407 chr11 MIR100HG
11408 chr11 PATE2
11409 chr11 PATE4
11410 chr11 SNX19
11411 chr12 LOC400043
11412 chr12 FLJ41278
11413 chr12 FLJ37505
11414 chr13 SERTM1
11415 chr13 LINC00547
11416 chr13 LINC00548
11417 chr13 ATP11AUN
11418 chr14 FLJ22447
11419 chr14 DICER1-AS1
11420 chr15 C15orf54
11421 chr15 ST20
11422 chr15 FAM174B
11423 chr16 BCAR4
11424 chr16 KNOP1
11425 chr16 CRYM-AS1
11426 chr16 FLJ21408
11427 chr16 FLJ26245
11428 chr16 LOC400558
11429 chr17 C17orf97
11430 chr17 GRAPL
11431 chr17 C17orf102
11432 chr17 KCNJ2-AS1
11433 chr17 LOC400620
11434 chr17 FLJ45079
11435 chr19 PRSS57
11436 chr19 VMAC
11437 chr19 LOC400685
11438 chr19 FLJ26850
11439 chr19 ZNF772
11440 chr1 PRAMEF4
11441 chr1 SH2D5
11442 chr1 C1orf141
11443 chr1 MIR137HG
11444 chr1 C1orf226
11445 chr1 LOC400794
11446 chr1 C1orf220
11447 chr1 C1orf140
11448 chr1 FAM177B
11449 chr20 C20orf202
11450 chr20 FLJ33581
11451 chr21 LINC00114
11452 chr22 IL17REL
11453 chr2 LINC00487
11454 chr2 C2orf91
11455 chr2 EML6
11456 chr2 LOC400958
11457 chr2 PAIP2B
11458 chr2 FLJ42351
11459 chr2 C2orf66
11460 chr2 ASB18
11461 chr2 FLJ43879
11462 chr3 LOC401052
11463 chr3 IQCF3
11464 chr3 FLJ22763
11465 chr3 FOXL2NB
11466 chr3 C3orf80
11467 chr3 FLJ46066
11468 chr3 FLJ42393
11469 chr4 C4orf48
11470 chr4 LOC401134
11471 chr4 AMTN
11472 chr4 C4orf3
11473 chr5 FLJ33360
11474 chr6 LINC00336
11475 chr6 CRIP3
11476 chr6 KLHL31
11477 chr7 RAB19
11478 chr7 OR2A7
11479 chr9 TOMM5
11480 chr9 FAM74A1
11481 chr9 C9orf170
11482 chr9 CENPP
11483 chr9 C9orf152
11484 chr9 SNX30
11485 chr9 WDR38
11486 chr9 LCNL1
11487 chr9 FAM166A
11488 chrX LINC00890
11489 chr11 OR51A4
11490 chr1 RNF223
11491 chr1 LDLRAD2
11492 chr1 OR14I1
11493 chr22 SRRD
11494 chr2 VWC2L
11495 chr3 OR5K2
11496 chrX XKRX
11497 chr7 KPNA7
11498 chr7 C7orf61
11499 chr1 OR2T27
11500 chr1 OR2T35
11501 chr11 OR4A47
11502 chr3 OR5H14
11503 chr3 OR5K3
11504 chr3 OR5K4
11505 chr12 OR6C65
11506 chr1 APOBEC4
11507 chr9 ZBTB34
11508 chr19 HAPLN4
11509 chr5 SPINK6
11510 chr19 CTXN1
11511 chr6 C6orf201
11512 chr17 HOXB-AS3
11513 chrX YY2
11514 chr16 C16orf74
11515 chr11 SCGB1D4
11516 chr10 FAM45A
11517 chr6 GTF2H5
11518 chr5 ANKHD1-EIF4EBP3
11519 chr15 DUOXA2
11520 chr6 ERVFRD-1
11521 chr1 MIR101-1
11522 chr5 MIR103A1
11523 chrX MIR105-2
11524 chrX MIR106A
11525 chr10 MIR107
11526 chr2 MIR10B
11527 chr18 MIR1-2
11528 chr8 MIR124-1
11529 chr19 MIR125A
11530 chr11 MIR125B1
11531 chr2 MIR128-1
11532 chr7 MIR129-1
11533 chr11 MIR130A
11534 chr22 MIR130B
11535 chr20 MIR133A2
11536 chr14 MIR134
11537 chr12 MIR135A2
11538 chr3 MIR138-1
11539 chr16 MIR140
11540 chr12 MIR141
11541 chr17 MIR142
11542 chr5 MIR143
11543 chr9 MIR147A
11544 chr19 MIR150
11545 chr7 MIR153-2
11546 chr14 MIR154
11547 chr13 MIR17
11548 chr13 MIR18A
11549 chr19 MIR181C
11550 chr7 MIR182
11551 chr22 MIR185
11552 chr18 MIR187
11553 chrX MIR188
11554 chr3 MIR191
11555 chr11 MIR192
11556 chr1 MIR194-1
11557 chr12 MIR196A2
11558 chr19 MIR199A1
11559 chr1 MIR199A2
11560 chr13 MIR19B1
11561 chrX MIR19B2
11562 chr1 MIR200A
11563 chr12 MIR200C
11564 chr9 MIR204
11565 chr1 MIR214
11566 chr1 MIR215
11567 chr4 MIR218-1
11568 chr5 MIR218-2
11569 chrX MIR221
11570 chrX MIR222
11571 chr19 MIR23A
11572 chr19 MIR24-2
11573 chr3 MIR26A1
11574 chr19 MIR27A
11575 chr9 MIR27B
11576 chr7 MIR29A
11577 chr20 MIR296
11578 chr14 MIR299
11579 chr7 MIR29B1
11580 chr1 MIR29B2
11581 chr1 MIR29C
11582 chr17 MIR301A
11583 chr6 MIR30A
11584 chr1 MIR30C1
11585 chr6 MIR30C2
11586 chr8 MIR30D
11587 chr1 MIR30E
11588 chr9 MIR31
11589 chr9 MIR32
11590 chr8 MIR320A
11591 chr22 MIR33A
11592 chr3 FAM19A1
11593 chr17 CCL3L3
11594 chr10 ACBD7
11595 chr10 C10orf105
11596 chr10 AGAP6
11597 chr10 ZNF32-AS3
11598 chr10 DNAJC9-AS1
11599 chr11 DDI1
11600 chr9 C9orf106
11601 chr9 IDNK
11602 chr22 LINC00229
11603 chr22 DENND6B
11604 chr15 LINC00593
11605 chr22 PIM3
11606 chrX VCX3B
11607 chrY TTTY9B
11608 chr2 ASTL
11609 chr13 ATP5EP2
11610 chr12 LINC00615
11611 chr1 LINC01555
11612 chr4 LINC00575
11613 chr8 FER1L6-AS1
11614 chr10 IFIT1B
11615 chr11 TMEM41B
11616 chr11 LOC440028
11617 chr11 DKFZp686K1684
11618 chr11 KRTAP5-7
11619 chr11 CARD17
11620 chr11 LINC00167
11621 chr12 ZNF705A
11622 chr12 SMCO3
11623 chr12 H3F3C
11624 chr12 DBX2
11625 chr12 FLJ12825
11626 chr13 ALG11
11627 chr14 OR11H12
11628 chr14 RNASE13
11629 chr14 LINC00238
11630 chr14 CCDC88C
11631 chr18 CXADRP3
11632 chr15 EIF2AK4
11633 chr15 UNC13C
11634 chr15 DNM1P41
11635 chr16 CTRB2
11636 chr18 HSBP1L1
11637 chr19 ZNF724P
11638 chr19 PSG8
11639 chr1 PRAMEF11
11640 chr1 UQCRHL
11641 chr1 FAM183A
11642 chr1 ZYG11A
11643 chr1 LOC440600
11644 chr1 BCL2L15
11645 chr1 HIST2H2BF
11646 chr1 ETV3L
11647 chr20 LINC00851
11648 chr22 ODF3B
11649 chr2 CAPN14
11650 chr9 LOC440896
11651 chr1 H3F3AP4
11652 chr3 IQCF6
11653 chr3 SMIM4
11654 chr4 LOC441025
11655 chr4 TMEM150C
11656 chr21 MGC39584
11657 chr5 MARCH11
11658 chr5 C5orf56
11659 chr5 FLJ16171
11660 chr6 C6orf226
11661 chr6 TMEM151B
11662 chr6 OOEP
11663 chr6 FAM26F
11664 chr6 FLJ46906
11665 chr7 ZNF716
11666 chr7 TYW1B
11667 chr7 DTX2P1-UPK3BP1-PMS2P11
11668 chr7 SPDYE3
11669 chr7 AKR1B15
11670 chr7 CTAGE15
11671 chr8 OR4F21
11672 chr8 FLJ46284
11673 chr8 FLJ42969
11674 chr8 AARD
11675 chr9 NUTM2G
11676 chr9 ANKRD18B
11677 chr9 NRARP
11678 chrX GLRA4
11679 chrX FAM127C
11680 chrX SPANXN4
11681 chrX PGAM4
11682 chr10 CDNF
11683 chr10 FRG2B
11684 chr11 OR5B3
11685 chr12 TSPAN11
11686 chr14 OR4M1
11687 chr1 OR10J3
11688 chr1 OR13G1
11689 chr2 SULT1C3
11690 chr4 GALNTL6
11691 chr6 PTCHD4
11692 chr6 RFPL4B
11693 chr7 ZNF727
11694 chr7 OR2A2
11695 chrX FAM47C
11696 chr7 LOC442497
11697 chr7 SPDYE5
11698 chr7 LMOD2
11699 chr6 MIR133B
11700 chr4 MIR302B
11701 chr4 MIR302C
11702 chr14 MIR323A
11703 chr17 MIR324
11704 chr11 MIR326
11705 chr16 MIR328
11706 chr19 MIR330
11707 chr14 MIR337
11708 chr17 MIR338
11709 chr7 MIR339
11710 chr5 MIR340
11711 chr10 MIR346
11712 chr4 MIR367
11713 chr14 MIR376C
11714 chr19 MIR372
11715 chr19 MIR373
11716 chr7 MIR196B
11717 chr19 IGFL4
11718 chr7 ARHGEF35
11719 chr7 TARP
11720 chr11 TRIM6-TRIM34
11721 chr9 CBWD3
11722 chr9 C9orf129
11723 chrY TTTY4B
11724 chrY TTTY4C
11725 chrX SPIN2B
11726 chr7 GIMAP6
11727 chrX F8A3
11728 chr6 HCG11
11729 chr16 TRIM72
11730 chr4 CISD2
11731 chr11 CCDC73
11732 chr12 EID3
11733 chr5 GPX8
11734 chr14 RNASE12
11735 chr2 PHOSPHO2
11736 chr1 RBMXL1
11737 chrX SPANXN1
11738 chrX SPANXN2
11739 chr2 CHAC2
11740 chr17 FBXO47
11741 chrX SPANXN5
11742 chr2 MIR375
11743 chr14 MIR376A1
11744 chr14 MIR379
11745 chr14 MIR380
11746 chr14 MIR381
11747 chr8 MIR383
11748 chr18 RNF165
11749 chr2 DFNB59
11750 chr16 CLEC18B
11751 chr11 BDNF-AS
11752 chr18 C18orf32
11753 chr10 SPRN
11754 chr19 DPRX
11755 chrX CT45A1
11756 chr8 C8orf58
11757 chrX CXorf40B
11758 chr15 CKMT1A
11759 chr9 DNAJC25
11760 chr8 LINC00251
11761 chr12 ATXN7L3B
11762 chr9 DNAJC25-GNG10
11763 chr5 LOC553103
11764 chr1 PEF1
11765 chr19 KIR2DL5B
11766 chr22 PRR5-ARHGAP8
11767 chr9 MIR31HG
11768 chrX JPX
11769 chr1 MIR429
11770 chrX MIR448
11771 chr5 MIR449A
11772 chrX MIR450A1
11773 chr19 ASPDH
11774 chr1 LINC00862
11775 chr12 CLLU1OS
11776 chr12 CLLU1
11777 chrX MIR362
11778 chrX MIR363
11779 chr14 MIR433
11780 chr1 SERTAD4-AS1
11781 chr14 MIR431
11782 chr16 SNORA10
11783 chr14 MIR329-2
11784 chr14 MIR323B
11785 chr17 MIR451A
11786 chrX MIR452
11787 chr14 MIR409
11788 chr14 MIR485
11789 chr1 MIR488
11790 chr7 MIR489
11791 chr7 MIR490
11792 chr9 MIR491
11793 chr10 MIR202
11794 chr12 MIR492
11795 chr14 MIR493
11796 chr14 MIR432
11797 chr14 MIR494
11798 chr14 MIR495
11799 chr16 MIR193B
11800 chr19 MIR181D
11801 chr19 MIR512-2
11802 chr19 MIR498
11803 chr19 MIR520E
11804 chr19 MIR515-1
11805 chr19 MIR519E
11806 chr19 MIR520F
11807 chr19 MIR515-2
11808 chr19 MIR519C
11809 chr19 MIR520A
11810 chr19 MIR526B
11811 chr19 MIR519B
11812 chr19 MIR518F
11813 chr19 MIR520B
11814 chr19 MIR518B
11815 chr19 MIR520C
11816 chr19 MIR519D
11817 chr19 MIR520D
11818 chr19 MIR517B
11819 chr19 MIR516B2
11820 chr19 MIR518E
11821 chr19 MIR518A1
11822 chr19 MIR518D
11823 chr19 MIR516B1
11824 chr19 MIR518A2
11825 chr19 MIR517C
11826 chr19 MIR520H
11827 chr19 MIR522
11828 chr19 MIR519A1
11829 chr19 MIR516A1
11830 chr19 MIR516A2
11831 chr19 MIR519A2
11832 chr20 MIR499A
11833 chrX MIR500A
11834 chrX MIR501
11835 chrX MIR502
11836 chrX MIR450A2
11837 chrX MIR503
11838 chrX MIR504
11839 chrX MIR505
11840 chrX MIR506
11841 chrX MIR507
11842 chrX MIR508
11843 chrX MIR509-1
11844 chrX MIR510
11845 chrX MIR514A1
11846 chrX MIR514A2
11847 chr4 UGT2A2
11848 chr6 SNORD101
11849 chr6 SNORD100
11850 chr6 SNORA33
11851 chr8 HAS2-AS1
11852 chr15 CPLX3
11853 chr15 SNORD16
11854 chr15 SNORD18B
11855 chr15 SNORD18C
11856 chr9 PGM5P2
11857 chr1 CYB5RL
11858 chr16 SNORD68
11859 chr5 CTXN3
11860 chr12 HIGD1C
11861 chr15 SERINC4
11862 chr6 FAM229B
11863 chr8 ZNF704
11864 chr8 LINC01298
11865 chr8 LINC00589
11866 chr8 MBOAT4
11867 chr11 SCARNA9
11868 chrX SPANXA2-OT1
11869 chr13 SNORA27
11870 chr11 MIR483
11871 chr14 MIR487A
11872 chr9 MIR455
11873 chr3 SNORA7A
11874 chr5 SNORD72
11875 chr11 SNORA52
11876 chr3 SNORD2
11877 chr5 SNORD95
11878 chr5 SNORD96A
11879 chr14 ACOT1
11880 chr9 NRON
11881 chr10 SNORA19
11882 chr13 TSC22D1-AS1
11883 chr18 KC6
11884 chr8 SNHG6
11885 chr8 SNORD87
11886 chr19 TMEM91
11887 chr5 ECSCR
11888 chr2 FAM110C
11889 chr13 MIR4500HG
11890 chr10 LOC642361
11891 chr5 LOC642366
11892 chr11 TRIM64B
11893 chr10 AGAP9
11894 chr18 C18orf42
11895 chr11 UBTFL1
11896 chr20 RAD21L1
11897 chr17 CPSF4L
11898 chr21 LOC642852
11899 chr10 FAM196A
11900 chr9 FAM163B
11901 chr21 GRIK1-AS1
11902 chr5 TMEM232
11903 chr17 SMIM5
11904 chr5 SMIM15
11905 chr5 LOC643201
11906 chr5 GRXCR2
11907 chr10 TMEM72
11908 chr12 MAP1LC3B2
11909 chr14 ECRP
11910 chr14 TMEM253
11911 chr18 LOC643542
11912 chr9 RNF224
11913 chr6 LOC643623
11914 chr7 ZNF862
11915 chr17 SLC35G6
11916 chr6 TRAF3IP2-AS1
11917 chr12 LOC643770
11918 chr21 KRTAP24-1
11919 chr21 KRTAP27-1
11920 chr11 PGA3
11921 chr5 ZFP62
11922 chr3 TMPPE
11923 chr6 CTAGE9
11924 chr14 CBLN3
11925 chr17 RNF222
11926 chr2 PRR21
11927 chr16 CRNDE
11928 chr9 CBWD6
11929 chr18 C18orf63
11930 chr19 SDHAF1
11931 chr7 WIPF3
11932 chr3 TMEM30C
11933 chr1 PPIAL4G
11934 chrX SMIM10L2B
11935 chr11 LOC644656
11936 chr8 RAD21-AS1
11937 chr15 PHGR1
11938 chr10 MEIG1
11939 chr11 RASSF10
11940 chr3 ALG1L2
11941 chr17 EVPLL
11942 chr4 CLRN2
11943 chr5 CCNI2
11944 chr1 LOC645166
11945 chr5 LINC00461
11946 chr1 PRAMEF19
11947 chr1 PRAMEF20
11948 chr19 ARRDC5
11949 chr10 LINC00264
11950 chr16 CCDC154
11951 chr17 SEBOX
11952 chr3 TXNRD3NB
11953 chr1 S100A7L2
11954 chr5 CBY3
11955 chr16 C16orf90
11956 chr3 ARIH2OS
11957 chr8 FABP9
11958 chr8 FABP12
11959 chr3 IGF2BP2-AS1
11960 chr4 C4orf51
11961 chr19 SBK2
11962 chr11 TRIM64C
11963 chr13 ZAR1L
11964 chr15 SH2D7
11965 chr2 PRSS56
11966 chr9 HRCT1
11967 chr6 C6orf132
11968 chr13 SERPINE3
11969 chr3 GMNC
11970 chr6 PPP1R3G
11971 chr4 FLJ38576
11972 chr5 ANKRD33B
11973 chr17 SNORA48
11974 chr17 SNORD10
11975 chr22 GATSL3
11976 chr1 ZBTB8A
11977 chr2 FAM228A
11978 chr10 ANXA8
11979 chr1 LOC653160
11980 chr2 CFC1B
11981 chr10 ASAH2B
11982 chr16 KIAA0895L
11983 chr8 SPAG11A
11984 chr2 AQP12B
11985 chr2 RGPD3
11986 chr10 SFTPA1
11987 chr1 GPR89A
11988 chr1 PPIAL4C
11989 chr1 HIST2H3D
11990 chr1 PRAMEF22
11991 chr15 GOLGA6C
11992 chr15 GOLGA6D
11993 chr22 GSTT2B
11994 chr1 FAM72B
11995 chr7 ACTR3C
11996 chr7 OCM
11997 chr11 SNORA8
11998 chr2 SNORA75
11999 chr2 FAM138B
12000 chr8 FER1L6
12001 chr16 BOLA2B
12002 chr3 IQCJ
12003 chr1 PCP4L1
12004 chr14 MIR539
12005 chrX MIR545
12006 chr14 MIR487B
12007 chrX MIR542
12008 chr17 SCARNA21
12009 chr5 SCARNA18
12010 chr1 SCARNA2
12011 chr3 SCARNA7
12012 chr14 SCARNA13
12013 chr18 SCARNA17
12014 chr4 SCARNA22
12015 chr1 SCARNA4
12016 chr2 SCARNA6
12017 chr1 SCARNA1
12018 chr2 SCARNA5
12019 chr9 SCARNA8
12020 chr12 SCARNA12
12021 chr15 SCARNA15
12022 chr3 LINC00488
12023 chr12 SCARNA11
12024 chr17 SCARNA16
12025 chr11 SNORA1
12026 chr12 SNORA2A
12027 chr12 SNORA2B
12028 chr3 SNORA7B
12029 chr7 SNORA9
12030 chrX SNORA11
12031 chr10 SNORA12
12032 chr7 SNORA14A
12033 chr1 SNORA14B
12034 chr7 SNORA15
12035 chr11 SNORA18
12036 chr6 SNORA20
12037 chr4 SNORA24
12038 chr4 SNORA26
12039 chr14 SNORA28
12040 chr6 SNORA29
12041 chr16 SNORA30
12042 chr13 SNORA31
12043 chrX SNORA36A
12044 chr1 SNORA36B
12045 chr18 SNORA37
12046 chr11 SNORA40
12047 chr5 SNORA47
12048 chr12 SNORA49
12049 chr12 SNORA53
12050 chr1 SNORA55
12051 chrX SNORA56
12052 chr3 SNORA58
12053 chr20 SNORA60
12054 chr1 SNORA61
12055 chr20 SNORA71C
12056 chr5 SNORA74B
12057 chr16 SNORA78
12058 chr14 SNORA79
12059 chr3 SNORA81
12060 chr17 SNORD1A
12061 chr17 SNORD1B
12062 chr17 SNORD1C
12063 chr11 SNORA25
12064 chr14 SNORD9
12065 chr20 SNORD12
12066 chr2 SNORD11
12067 chr11 SNORA32
12068 chr11 SNORD5
12069 chr1 SNORA16A
12070 chr11 SNORD6
12071 chr17 SNORD7
12072 chr1 SNORD45C
12073 chr6 SNORD50B
12074 chr3 SNORD19
12075 chr19 SNORD23
12076 chr3 SNORD66
12077 chr11 SNORD67
12078 chr3 SNORD69
12079 chr2 SNORD70
12080 chr16 SNORD71
12081 chr12 SCARNA10
12082 chr15 SCARNA14
12083 chr1 SNORA16B
12084 chr11 SNORA57
12085 chr20 SNORD86
12086 chr19 SNORD88A
12087 chr19 SNORD88B
12088 chr19 SNORD88C
12089 chr2 SNORD89
12090 chr9 SNORD90
12091 chr17 SNORD91A
12092 chr17 SNORD91B
12093 chr2 SNORD92
12094 chr1 SNORD99
12095 chr20 SNORD110
12096 chr16 SNORD111
12097 chrX SNORD96B
12098 chr17 SNORD104
12099 chr19 SNORD105
12100 chr17 MIR33B
12101 chr14 MIR411
12102 chr5 MIR449B
12103 chrX MIR532
12104 chr6 MIR548B
12105 chr12 MIR548C
12106 chr7 MIR550A1
12107 chr7 MIR550A2
12108 chr1 MIR551A
12109 chr3 MIR551B
12110 chr1 MIR554
12111 chr1 MIR555
12112 chr1 MIR556
12113 chr1 MIR557
12114 chr2 MIR558
12115 chr3 MIR563
12116 chr3 MIR564
12117 chr11 INS-IGF2
12118 chr21 LINC00163
12119 chr15 SNORD116-19
12120 chr9 RNF208
12121 chr9 SPATA31A3
12122 chr15 GOLGA6L6
12123 chr17 BHLHA9
12124 chrX FAM156B
12125 chr4 LOC728040
12126 chr4 LINC00290
12127 chr10 ANXA8L1
12128 chr1 ZBTB8B
12129 chrY TSPY3
12130 chr4 LOC728175
12131 chr13 LINC00460
12132 chr3 FAM157A
12133 chr17 KRTAP2-2
12134 chr2 D2HGDH
12135 chr21 KRTAP19-8
12136 chr17 KRTAP9-1
12137 chr1 PPIEL
12138 chrX OPN1MW2
12139 chr9 DNLZ
12140 chr9 CNTNAP3B
12141 chr13 CCDC169
12142 chr1 CCDC30
12143 chr1 CDK11A
12144 chr1 SLC35E2B
12145 chrX SPANXB1
12146 chr19 LOC728752
12147 chr1 FAM72D
12148 chr8 ZNF705D
12149 chr12 SLC15A5
12150 chr15 OIP5-AS1
12151 chr10 AGAP5
12152 chr10 BMS1P4
12153 chr17 FLJ45513
12154 chr3 CCR2
12155 chr10 SFTPA2
12156 chr13 PRR20C
12157 chr13 PRR20D
12158 chr13 PRR20E
12159 chr17 ZNF286B
12160 chr8 OC90
12161 chrX GAGE12J
12162 chr7 GATSL2
12163 chr19 CCDC61
12164 chrX GAGE12H
12165 chr1 HSD52
12166 chr6 TMEM242
12167 chr1 FAM72A
12168 chr2 DIRC3
12169 chr7 SPDYE6
12170 chr1 FLJ37453
12171 chr3 PRR23A
12172 chr14 CCDC175
12173 chr2 DNAJC27-AS1
12174 chr19 CEACAM18
12175 chr7 ISPD
12176 chr18 LOC729950
12177 chr19 SHISA7
12178 chr19 LOC729966
12179 chr22 SEC14L6
12180 chr16 ABCC6P2
12181 chr19 ZNF726
12182 chr16 C16orf52
12183 chr9 FAM166B
12184 chr7 TMEM229A
12185 chr1 PPIAL4E
12186 chr7 ZNF735
12187 chr4 FLJ36777
12188 chr2 RFX8
12189 chr16 SNHG9
12190 chr16 CEMP1
12191 chr20 SYS1-DBNDD2
12192 chr14 SNORD113-1
12193 chr14 SNORD113-2
12194 chr14 SNORD113-4
12195 chr14 SNORD113-5
12196 chr14 SNORD113-7
12197 chr14 SNORD113-9
12198 chr14 SNORD114-1
12199 chr14 SNORD114-2
12200 chr14 SNORD114-3
12201 chr14 SNORD114-4
12202 chr14 SNORD114-5
12203 chr14 SNORD114-6
12204 chr14 SNORD114-7
12205 chr14 SNORD114-9
12206 chr14 SNORD114-10
12207 chr14 SNORD114-11
12208 chr14 SNORD114-13
12209 chr14 SNORD114-14
12210 chr14 SNORD114-16
12211 chr14 SNORD114-17
12212 chr14 SNORD114-19
12213 chr14 SNORD114-20
12214 chr14 SNORD114-21
12215 chr14 SNORD114-22
12216 chr14 SNORD114-23
12217 chr14 SNORD114-24
12218 chr14 SNORD114-25
12219 chr14 SNORD114-26
12220 chr14 SNORD114-27
12221 chr14 SNORD114-28
12222 chr14 SNORD114-29
12223 chr14 SNORD114-30
12224 chr14 SNORD114-31
12225 chr17 PRCD
12226 chr4 RELL1
12227 chr17 MIR454
12228 chr3 ESRG
12229 chr11 UQCC3
12230 chr15 SNORD116-3
12231 chr15 SNORD116-4
12232 chr15 SNORD116-5
12233 chr15 SNORD116-8
12234 chr15 SNORD116-10
12235 chr15 SNORD116-11
12236 chr15 SNORD116-12
12237 chr15 SNORD116-14
12238 chr15 SNORD116-15
12239 chr15 SNORD116-16
12240 chr15 SNORD116-20
12241 chr15 SNORD116-22
12242 chr15 SNORD116-23
12243 chr15 SNORD116-24
12244 chr15 SNORD116-26
12245 chr15 SNORD116-27
12246 chr15 SNORD115-4
12247 chr15 SNORD115-9
12248 chr15 SNORD115-32
12249 chr15 SNORD115-33
12250 chr15 SNORD115-34
12251 chr15 SNORD115-35
12252 chr15 SNORD115-37
12253 chr15 SNORD115-38
12254 chr15 SNORD115-39
12255 chr15 SNORD116-28
12256 chr15 SNORD116-29
12257 chr1 PDZK1P1
12258 chr15 SNORD115-47
12259 chr10 TLX1NB
12260 chr9 CDKN2B-AS1
12261 chr19 SIGLEC14
12262 chr4 SNHG8
12263 chr18 ZSCAN30
12264 chr13 ANKRD26P3
12265 chr22 SNORD125
12266 chr3 SNORD19B
12267 chr19 SNORD105B
12268 chr5 SNORD123
12269 chr2 SNORD11B
12270 chr16 SNORD111B
12271 chr6 TMEM170B
12272 chr15 FAM138E
12273 chr18 SNORD58C
12274 chr9 SNORA84
12275 chr2 SNORA36C
12276 chr17 SNORA38B
12277 chrX SNORA11C
12278 chr19 ZGLP1
12279 chr20 MIR298
12280 chr14 MIR300
12281 chr5 VTRNA2-1
12282 chr14 MIR541
12283 chr22 MIR301B
12284 chr20 MIR941-1
12285 chr14 MIR208B
12286 chrX MIR509-3
12287 chr1 MIR190B
12288 chr16 MIR365A
12289 chr17 MIR365B
12290 chr11 LOC100126784
12291 chr3 EGOT
12292 chr3 GHRLOS
12293 chr10 C10orf131
12294 chr7 JAZF1-AS1
12295 chr6 HGC6.3
12296 chr3 LOC100128164
12297 chr11 LOC100128239
12298 chr15 DNM1P35
12299 chr6 TRAPPC3L
12300 chr19 LOC100128398
12301 chr22 LOC100128531
12302 chr19 LOC100128568
12303 chr15 LOC100128714
12304 chr2 OST4
12305 chr14 ZBTB42
12306 chr8 LOC100128993
12307 chr21 LOC100129027
12308 chr14 KTN1-AS1
12309 chr19 LOC100129083
12310 chr6 KHDC1L
12311 chr1 LOC100129138
12312 chr2 LOC100129175
12313 chr11 LOC100129216
12314 chr14 LOC100129345
12315 chrX LINC01546
12316 chr6 LOC100129518
12317 chr5 CCDC152
12318 chr19 ZNF737
12319 chr1 LOC100129924
12320 chr4 LOC100129931
12321 chr12 LOC100130238
12322 chr20 LOC100130264
12323 chr8 LOC100130298
12324 chr19 SCGB2B3P
12325 chrX CXorf49
12326 chr13 LINC00552
12327 chr22 CECR7
12328 chr2 LOC100130691
12329 chr7 LOC100130705
12330 chr7 EFCAB10
12331 chr17 SMIM6
12332 chr6 C6orf99
12333 chr11 LOC100130987
12334 chr7 C7orf72
12335 chr10 LOC100130992
12336 chr6 LOC100131047
12337 chr3 ZBTB20-AS1
12338 chr1 TSTD1
12339 chr15 ANKRD63
12340 chr2 SP9
12341 chr17 CD300LD
12342 chrX ARMCX4
12343 chr19 PET100
12344 chr6 LINC00271
12345 chr3 ZNF717
12346 chr5 FAM196B
12347 chr21 KRTAP25-1
12348 chr16 RRN3P3
12349 chr9 LOC100132077
12350 chr9 FAM157B
12351 chr17 KRTAP4-7
12352 chr1 ZRANB2-AS1
12353 chr3 BSN-AS2
12354 chr5 FAM159B
12355 chr9 FAM27C
12356 chr10 FAM25G
12357 chr8 FAM66A
12358 chr6 LINC00240
12359 chr7 HOXA-AS3
12360 chr8 LOC100133669
12361 chr6 CD24
12362 chr17 KCNJ18
12363 chr7 UPK3BL
12364 chr15 JMJD7
12365 chr17 C17orf99
12366 chr20 LINC00029
12367 chr10 KLLN
12368 chr21 KRTAP20-4
12369 chr2 RNU4ATAC
12370 chrX SCARNA9L
12371 chr11 PATE3
12372 chr19 SRRM5
12373 chr19 ERICH4
12374 chr6 TOMM6
12375 chr13 LINC00426
12376 chr9 LINC00092
12377 chr13 TPT1-AS1
12378 chr1 C2CD4D
12379 chr20 FLJ16779
12380 chr22 FLJ41941
12381 chr19 ERVV-2
12382 chr9 WASH1
12383 chr19 ZNF729
12384 chr3 PRSS46
12385 chr12 LINC00173
12386 chr1 GM140
12387 chr21 KRTAP22-2
12388 chr4 ERVMER34-1
12389 chr4 DUX4
12390 chr3 FRG2C
12391 chr13 UBAC2-AS1
12392 chr12 ZNF605
12393 chr19 ZNF587B
12394 chr17 LOC100294362
12395 chr3 MIR1284
12396 chr7 MIR1200
12397 chrX MIR1468
12398 chr10 MIR1265
12399 chr6 MIR1275
12400 chr17 MIR1288
12401 chr18 MIR320C1
12402 chr12 MIR1252
12403 chr3 MIR1248
12404 chr14 MIR1247
12405 chr7 MIR548N
12406 chr5 MIR548F3
12407 chr6 MIR2113
12408 chr10 MIR1307
12409 chr8 MIR1207
12410 chr8 MIR548I3
12411 chr1 MIR1976
12412 chrX MIR548I4
12413 chr10 MIR548F1
12414 chr19 MIR1283-2
12415 chr17 MIR1253
12416 chr19 MIR1909
12417 chrX MIR1277
12418 chr10 MIR2110
12419 chr3 MIR1226
12420 chr11 MIR1304
12421 chr2 MIR1301
12422 chr14 MIR1197
12423 chrX MIR1264
12424 chr15 MIR1282
12425 chr19 MIR1323
12426 chr15 MIR1469
12427 chr11 MIR1908
12428 chr4 MIR1305
12429 chr4 MIR548I2
12430 chr17 MIR548H3
12431 chr4 MIR1973
12432 chr2 GPR75-ASB3
12433 chr1 LINC00184
12434 chr2 SNORA80B
12435 chr1 TSNAX-DISC1
12436 chr2 ZEB2-AS1
12437 chr20 PET117
12438 chr11 MIR548K
12439 chr2 MIR548F2
12440 chrX MIR548M
12441 chr16 MIR548H2
12442 chr9 MIR2278
12443 chr10 MIR548Q
12444 chr13 MIR2276
12445 chr8 MIR548H4
12446 chr5 MIR2277
12447 chr22 MIR548J
12448 chr4 MIR548G
12449 chr7 HOTTIP
12450 chr7 SAP25
12451 chr2 SNORA70F
12452 chr4 CSN1S2BP
12453 chr12 SNORA70G
12454 chr16 SNORA70D
12455 chr20 MACROD2-AS1
12456 chr19 LOC100379224
12457 chr2 BOK-AS1
12458 chr11 SNORA70E
12459 chr9 MIR181A2HG
12460 chr21 GRIK1-AS2
12461 chr1 ZBED6
12462 chr11 MIR4300
12463 chr2 MIR3128
12464 chr4 MIR4274
12465 chr11 MIR3160-1
12466 chr8 MIR4287
12467 chr18 MIR4319
12468 chr19 MIR3188
12469 chrX MIR514B
12470 chr4 MIR548T
12471 chr17 MIR4316
12472 chr16 MIR3182
12473 chr19 MIR3187
12474 chr11 MIR4301
12475 chr1 MIR3123
12476 chr7 MIR4285
12477 chr9 MIR4292
12478 chr13 MIR4306
12479 chr1 MIR3115
12480 chr10 MIR378C
12481 chr10 MIR4297
12482 chr5 MIR4279
12483 chr20 MIR3192
12484 chr8 MIR3148
12485 chr1 MIR3124
12486 chr13 MIR3170
12487 chr5 MIR4280
12488 chr20 MIR3194
12489 chr21 MIR4327
12490 chr9 MIR3154
12491 chr10 MIR4294
12492 chr4 MIR3140
12493 chr19 MIR3190
12494 chr10 MIR3158-1
12495 chr8 MIR4288
12496 chr18 MIR3156-2
12497 chr10 MIR4295
12498 chrX MIR500B
12499 chr22 MIR3200
12500 chr19 MIR320E
12501 chr22 MIR3201
12502 chr11 MIR3167
12503 chr21 MIR548X
12504 chr16 MIR548W
12505 chr12 MIR4303
12506 chr19 MIR4322
12507 chr9 MIR4291
12508 chrX MIR4330
12509 chr12 MIR4304
12510 chr6 MIR3143
12511 chr9 MIR3153
12512 chr5 MIR3142
12513 chr7 MIR3147
12514 chr13 MIR4305
12515 chr19 MIR3189
12516 chr20 MIR4326
12517 chr7 MIR4284
12518 chr5 MIR3141
12519 chr11 MIR3165
12520 chr14 MIR4309
12521 chr3 MIR4273
12522 chr2 MIR3131
12523 chr9 MIR4290
12524 chr5 MIR4277
12525 chr7 MIR3146
12526 chr15 MIR4312
12527 chr13 MIR3169
12528 chr16 MIR3178
12529 chr19 MIR4324
12530 chr19 MIR4323
12531 chr14 MIR3173
12532 chr17 MIR4314
12533 chr14 MIR4308
12534 chr2 MIR3125
12535 chrX MIR3202-1
12536 chr10 MIR3156-1
12537 chr3 MIR3134
12538 chr11 MIR1260B
12539 chr8 MIR3151
12540 chr15 MIR3175
12541 chr6 MIR3145
12542 chr2 MIR3130-2
12543 chr6 MIR4282
12544 chrX MIR4329
12545 chr1 MIR3119-2
12546 chr16 MIR3177
12547 chr15 MIR4310
12548 chr20 MIR3196
12549 chr9 MIR4289
12550 chr21 MIR3156-3
12551 chr14 MIR4307
12552 chr11 MIR4298
12553 chr21 MIR3197
12554 chr22 MIR3198-1
12555 chr11 MIR4299
12556 chr2 MIR3126
12557 chr19 MIR4321
12558 chr1 MIR3121
12559 chr15 MIR4313
12560 chr2 MIR2355
12561 chr2 MIR3132
12562 chr10 MIR4296
12563 chr12 KLRF2
12564 chr9 CCDC180
12565 chr3 MIR3919
12566 chr1 MIR3917
12567 chrX MIR23C
12568 chr1 MIR3620
12569 chr9 MIR3621
12570 chr16 MIR3677
12571 chr20 MIR3646
12572 chr20 MIR3616
12573 chr12 MIR3649
12574 chr4 MIR3945
12575 chr7 MIR3609
12576 chr5 MIR3655
12577 chr9 MIR3910-1
12578 chr11 MIR3920
12579 chr5 MIR3650
12580 chr5 MIR3660
12581 chr22 MIR3909
12582 chr17 MIR3614
12583 chr22 MIR3619
12584 chr7 MIR3943
12585 chr5 MIR3912
12586 chr22 MIR3653
12587 chr7 MIR3907
12588 chr11 MIR3656
12589 chr12 MIR3652
12590 chr12 MIR3922
12591 chr11 MIR3664
12592 chr17 MIR3615
12593 chr1 MIR3916
12594 chr2 MIR3682
12595 chr6 MIR3918
12596 chr1 MIR3671
12597 chr6 MIR3939
12598 chr8 MIR3622A
12599 chr22 MIR3618
12600 chr13 MIR3665
12601 chr8 MIR548AA1
12602 chr5 MIR3936
12603 chr10 MIR3941
12604 chr4 MIR3684
12605 chr8 MIR3926-1
12606 chr8 MIR3622B
12607 chr9 MIR3911
12608 chr2 MIR3679
12609 chr6 MIR3668
12610 chr4 MIR3688-1
12611 chr6 MIR3925
12612 chr19 MIR3940
12613 chr16 MIR3935
12614 chr10 MIR3663
12615 chr7 MIR3666
12616 chr6 MIR3691
12617 chr22 MIR3928
12618 chr15 MIR3942
12619 chr5 MIR3661
12620 chr9 MIR3689B
12621 chr8 MIR3150B
12622 chr13 MIR3613
12623 chr12 MIR3908
12624 chr10 MIR3944
12625 chr3 MIR3714
12626 chr8 MIR3610
12627 chr16 MIR3180-5
12628 chr16 MIR3680-1
12629 chr9 MIR3651
12630 chr14 MIR548Y
12631 chr13 RBM26-AS1
12632 chr3 FGD5-AS1
12633 chr5 LOC100505658
12634 chr17 KRTAP16-1
12635 chr1 PROX1-AS1
12636 chr4 SLIT2-IT1
12637 chr21 LINC01549
12638 chr1 ENO1-AS1
12639 chr14 LOC100506071
12640 chr16 LOC100506083
12641 chr2 LOC100506124
12642 chr1 ZMYM6NB
12643 chr7 LOC100506178
12644 chr21 PAXBP1-AS1
12645 chr3 KRBOX1
12646 chr12 LOC100506393
12647 chr21 CBR3-AS1
12648 chr17 SPAG5-AS1
12649 chr21 DSCAM-AS1
12650 chr3 PVRL3-AS1
12651 chr5 OCLN
12652 chr17 SLFN12L
12653 chr11 CASP12
12654 chr17 MIR497HG
12655 chr1 LOC100506801
12656 chr4 LOC100507053
12657 chr12 LOC100507091
12658 chr2 LOC100507140
12659 chr6 LOC100507194
12660 chr11 LOC100507205
12661 chr16 ERVK13-1
12662 chr12 LOC100507377
12663 chr5 LOC100507387
12664 chr3 LOC100507389
12665 chr21 LOC100507412
12666 chr12 LOC100507424
12667 chr3 ARHGEF26-AS1
12668 chr3 LOC100507537
12669 chr6 LOC100507557
12670 chr1 LOC100507564
12671 chr16 LOC100507577
12672 chr2 LOC100507600
12673 chr3 ARPC4-TTLL3
12674 chr9 MSANTD3-TMEFF1
12675 chr11 RBM14-RBM4
12676 chr1 APITD1-CORT
12677 chr7 ATP5J2-PTCD1
12678 chr2 RNF103-CHMP3
12679 chr3 TMEM110-MUSTN1
12680 chr15 C15orf38-AP3S2
12681 chr6 CAHM
12682 chr7 INMT-FAM188B
12683 chr16 SLX1A-SULT1A3
12684 chr22 SEPT5-GP1BB
12685 chr1 FPGT-TNNI3K
12686 chr6 EEF1E1-BLOC1S5
12687 chr7 GIMAP1-GIMAP5
12688 chr1 GJA9-MYCBP
12689 chr1 MROH7-TTC4
12690 chr1 TMEM56-RWDD3
12691 chr10 BORCS7-ASMT
12692 chr11 TMX2-CTNND1
12693 chr11 HSPB2-C11orf52
12694 chr15 ST20-MTHFS
12695 chr12 BLOC1S1-RDH5
12696 chr12 KLRC4-KLRK1
12697 chrX ARMCX5-GPRASP2
12698 chr14 BCL2L2-PABPN1
12699 chr15 SERF2-C15ORF63
12700 chrX RPL36A-HNRNPH2
12701 chr17 RAD51L3-RFFL
12702 chr17 TMEM256-PLSCR3
12703 chr19 ZNF559-ZNF177
12704 chr6 RPS10-NUDT3
12705 chr16 CKLF-CMTM1
12706 chr14 SYNJ2BP-COX16
12707 chr14 CHURC1-FNTB
12708 chr19 RAB4B-EGLN2
12709 chr19 ZNF625-ZNF20
12710 chr10 COMMD3-BMI1
12711 chr2 INO80B-WBP1
12712 chr8 C8orf44-SGK3
12713 chr20 RTEL1-TNFRSF6B
12714 chr1 ZNF670-ZNF695
12715 chr11 FXYD6-FXYD2
12716 chr12 ZNF664-FAM101A
12717 chr10 ARHGAP19-SLIT1
12718 chr10 FAM24B-CUZD1
12719 chr15 DYX1C1-CCPG1
12720 chr17 TVP23C-CDRT4
12721 chr17 SENP3-EIF4A1
12722 chr17 P2RX5-TAX1BP3
12723 chr20 SLMO2-ATP5E
12724 chrX MAGEA10-MAGEA5
12725 chr1 TNFAIP8L2-SCNM1
12726 chr7 HOXA10-HOXA9
12727 chr7 URGCP-MRPS24
12728 chr20 STX16-NPEPL1
12729 chr3 ISY1-RAB43
12730 chr5 C1QTNF3-AMACR
12731 chr21 LINC00159
12732 chr6 MIR4464
12733 chr3 MIR4793
12734 chr10 MIR4680
12735 chr9 MIR4668
12736 chr8 MIR4469
12737 chr7 MIR4648
12738 chr7 MIR4653
12739 chr11 MIR4486
12740 chr11 MIR4697
12741 chr1 MIR4695
12742 chr17 MIR4523
12743 chr6 MIR4647
12744 chr17 MIR4731
12745 chr11 MIR4686
12746 chr17 MIR4728
12747 chr12 MIR4699
12748 chr3 MIR4787
12749 chr18 MIR4741
12750 chr5 MIR4458
12751 chrX MIR548AN
12752 chr22 MIR4534
12753 chrX MIR4769
12754 chr21 MIR4760
12755 chr16 MIR4720
12756 chr10 MIR4480
12757 chr5 MIR4804
12758 chr6 MIR4466
12759 chr2 MIR4772
12760 chr14 MIR4505
12761 chr2 MIR4779
12762 chr7 MIR4655
12763 chr3 MIR4795
12764 chr19 MIR4530
12765 chr1 MIR4420
12766 chr16 MIR4722
12767 chr19 MIR4754
12768 chr8 MIR378D2
12769 chr17 MIR4739
12770 chr16 MIR4719
12771 chr5 MIR4633
12772 chr14 MIR4708
12773 chr6 MIR4465
12774 chr15 MIR4514
12775 chr13 MIR4500
12776 chr15 MIR4513
12777 chr2 MIR4783
12778 chr20 MIR548O2
12779 chr10 MIR4679-2
12780 chr4 MIR4453
12781 chr16 MIR4718
12782 chr4 MIR378D1
12783 chr5 MIR4634
12784 chr17 MIR4729
12785 chr7 MIR4652
12786 chr2 MIR4439
12787 chr2 MIR4782
12788 chr5 MIR4461
12789 chr17 MIR4737
12790 chr14 MIR4709
12791 chr2 MIR4437
12792 chr11 MIR548AL
12793 chr3 MIR4797
12794 chr1 MIR4753
12795 chr20 MIR4756
12796 chr7 MIR4468
12797 chr15 MIR4509-2
12798 chr9 MIR4473
12799 chr5 MIR4457
12800 chr9 MIR4669
12801 chr13 MIR4705
12802 chr16 MIR4717
12803 chr9 MIR4673
12804 chr21 MIR4759
12805 chr18 MIR3976
12806 chr8 MIR4661
12807 chr4 MIR4799
12808 chr17 MIR4724
12809 chrX MIR4768
12810 chr22 MIR4762
12811 chr16 MIR4721
12812 chr16 MIR4516
12813 chr8 MIR4663
12814 chr12 MIR4701
12815 chr17 MIR4733
12816 chr2 MIR4776-1
12817 chr8 MIR4472-1
12818 chr6 MIR4639
12819 chr7 MIR4651
12820 chr5 MIR4637
12821 chr1 MIR4422
12822 chr4 MIR4802
12823 chr15 MIR4508
12824 chr17 MIR4522
12825 chr9 MIR4540
12826 chr14 MIR4503
12827 chr3 MIR4788
12828 chr17 MIR4738
12829 chr22 MIR4766
12830 chr11 MIR4489
12831 chr6 MIR4645
12832 chr10 MIR4676
12833 chr9 MIR4475
12834 chr18 MIR4529
12835 chr3 MIR4791
12836 chr11 MIR4690
12837 chr15 MIR4510
12838 chr17 MIR4740
12839 chr22 MIR4764
12840 chr4 MIR4450
12841 chr14 MIR4710
12842 chr9 MIR4674
12843 chr2 MIR4757
12844 chr12 MIR4472-2
12845 chr11 MIR3973
12846 chr9 MIR4478
12847 chr19 MIR4749
12848 chr19 MIR4750
12849 chr1 MIR4781
12850 chr2 MIR4777
12851 chr11 MIR4493
12852 chr10 MIR4682
12853 chr5 MIR4460
12854 chr5 MIR4636
12855 chr10 MIR4484
12856 chr1 MIR4424
12857 chr12 MIR4700
12858 chr15 MIR4716
12859 chr9 MIR3689C
12860 chr3 MIR4790
12861 chr19 MIR4747
12862 chr1 MIR4794
12863 chr20 MIR4758
12864 chr5 MIR4638
12865 chr9 MIR3689D2
12866 chr6 MIR548AI
12867 chr8 MIR4659A
12868 chr4 MIR4451
12869 chr8 MIR4660
12870 chr20 MIR4532
12871 chr7 MIR550A3
12872 chr2 MIR4774
12873 chr4 MIR4800
12874 chr17 MIR4730
12875 chr2 MIR2467
12876 chr2 MIR4775
12877 chr1 MIR4735
12878 chr2 MIR4785
12879 chr18 MIR4743
12880 chr7 MIR4467
12881 chr11 MIR4688
12882 chr19 MIR4746
12883 chr11 MIR4492
12884 chr5 MIR4803
12885 chr2 MIR4784
12886 chr15 MIR4511
12887 chr5 MIR4456
12888 chr10 MIR4675
12889 chr17 MIR4732
12890 chr1 MIR4654
12891 chr1 MIR4427
12892 chr15 MIR4712
12893 chr2 MIR4440
12894 chr10 MIR4681
12895 chr2 MIR4436A
12896 chr11 MIR4696
12897 chr11 MIR4691
12898 chr15 MIR4515
12899 chr3 MIR4443
12900 chr17 MIR5047
12901 chr1 MIR4711
12902 chr11 MIR4692
12903 chr6 MIR4462
12904 chr22 MIR4761
12905 chr22 MIR4535
12906 chr2 MIR4786
12907 chr18 MIR4744
12908 chr1 MIR4689
12909 chr13 MIR4703
12910 chr14 MIR4707
12911 chr19 MIR4748
12912 chr11 MIR4694
12913 chr9 MIR4672
12914 chr15 MIR4714
12915 chr20 MIR4755
12916 chr4 MIR4801
12917 chr4 MIR4449
12918 chr1 MIR4632
12919 chr7 MIR4658
12920 chr9 MIR4474
12921 chr2 MIR4780
12922 chr3 MIR4792
12923 chr17 MIR4725
12924 chr8 MIR4471
12925 chr1 MIR2682
12926 chr11 MIR4687
12927 chr12 MIR4497
12928 chr9 MIR4476
12929 chr11 MIR4693
12930 chr1 MIR5095
12931 chr19 MIR4745
12932 chr2 MIR4778
12933 chr7 MIR4656
12934 chrX MIR4767
12935 chr1 MIR4742
12936 chr2 MIR4429
12937 chr11 MIR4488
12938 chr4 MIR4798
12939 chr2 MIR4432
12940 chr3 MIR4446
12941 chr3 MIR4442
12942 chr9 MIR4479
12943 chr1 MIR4423
12944 chr10 MIR4685
12945 chr19 MIR4751
12946 chr8 MIR4470
12947 chr12 MIR4698
12948 chr16 MIR4517
12949 chr1 MIR4417
12950 chr14 MIR4706
12951 chrX MIR3978
12952 chr1 MIR378F
12953 chr2 MIR4441
12954 chr5 MIR378E
12955 chr1 DNM3OS
12956 chr7 LOC100630923
12957 chr19 LOC100631378
12958 chr12 LOC100652999
12959 chr7 KLHL7-AS1
12960 chr5 EGFLAM-AS4
12961 chr1 ZRANB2-AS2
12962 chr8 LINC00536
12963 chr8 FSBP
12964 chr17 SNORD124
12965 chr9 SNORD121B
12966 chrX GAGE10
12967 chr21 BRWD1-IT2
names.arg=c("1","2","3","4","5","6","7","8","9","10","11","12","13","14","15","16","17","18","19","20","21","22","X","Y")
barplot(genes, cex.names=0.7, names.arg = names.arg, col=rgb(0.7, 0.1, 0.3))
Figure 11: Distribution of DE genes among chromosomes
sort(table(tt$chr[tt$adj.P.Val < FDRcutoff]), decreasing = TRUE)
chr1 chr19 chr11 chr2 chr3 chr17 chr12 chr6 chr7 chr5 chr9 chrX
961 684 628 611 534 523 479 423 422 408 405 359
chr16 chr10 chr14 chr4 chr15 chr8 chr20 chr22 chr13 chr18 chr21 chrY
358 349 346 337 283 281 261 208 169 120 115 15
Now, we produce two diagnostic plots for limma DE analysis.
par(mfrow = c(1, 2), mar = c(4, 5, 2, 2))
hist(tt$P.Value, xlab = "Raw P-values", main = "A)", las = 1, col=rgb(0.7, 0.1, 0.3))
qqt(fit$t[, 2], df = fit$df.prior + fit$df.residual, main = "B)", pch = ".", cex = 3)
abline(0, 1, lwd = 2, col= "red")
Figure 12: Diagnostic plots for limma DE analysis
In the A plot of figure 12 we visualize the raw p-values distribution: it is mainly uniform a part from the very high peak on the left which corresponds to the significantly DE genes. In the B Q-Q plot of figure 12 we observe that our gene expression values are not following a normal distribution. In fact, if that was the case, we would expect the two lines overlapping and no DE genes.
One interesting aspect we would like to systematically assess is the accuracy of the model with different combinations of adjusting factors and when using different algorithms when adjusting for the mean variance relationship. For doing this, we would need to use a dataset of genes which are known to be differentially expressed between patients with colon cancer and control individuals with no colon cancer. At the moment, we could not find a suitable dataset for this task but in the future, to expand the analysis, it would be interesting to investigate this aspect further. Lastly, we just collect our set of differential expressed genes to proceed with further analyses.
We proceed to filter only those genes with FDR < 1% and a logFC > 2 (a minimum 100% change in expression)
tt.filt <- tt[tt$adj.P.Val < FDRcutoff,] #filtering by FDR < 0.01
tt.filt <- tt.filt[abs(tt.filt$logFC)>2,] # filtering by logFC > 2
all_DEgenes <- tt.filt
up_regulated <- all_DEgenes[which(all_DEgenes$logFC > 0),] # DE genes up regulated
down_regulated <- all_DEgenes[which(all_DEgenes$logFC < 0),] # DE genes down regulated
length(rownames(all_DEgenes)) # how many DE genes we have
[1] 928
length(rownames(up_regulated)) # Up-reg DE
[1] 256
length(rownames(down_regulated)) # Down-reg DE
[1] 672
After the filtering, the total number of DE genes is 928, from which 256 are up regulated and 672 are down regulated.
tt.filt <- tt[tt$adj.P.Val < FDRcutoff,] #filtering by FDR < 0.01
all_DEgenes <- tt.filt[abs(tt.filt$logFC)>2,] # filtering by logFC > 2
DEgenes <- rownames(all_DEgenes)
limma::plotMA(fit, coef = 2, status = rownames(fit$lods) %in% DEgenes, legend = FALSE,
main = "MA plot", hl.pch = 46, hl.cex = 2, bg.pch = 46, bg.cex = 2, las = 1)
legend("bottomright", c("DE genes", "Not DE genes"), fill = c("red", "black"), inset = 0.01)
Figure 13: MA plot of DE genes with logFC > 2 and FDR cutoff < 0
01.
saveRDS(all_DEgenes , file.path("results", "alldegenes.rds"))
In figure 13 we can see the distribution of the filtered DE genes. One reassuring thing here is that the dots are centered around the value zero which indicates that there are not expression-level dependent biases.
Lastly, we want to visualize the DE genes in a Volcano plot. We set two different thresholds: the log fold change threshold and the adjusted p-value threshold.
EnhancedVolcano(tt,
lab = tt$symbol,
x = 'logFC',
y = 'adj.P.Val',
xlim = c(-8, 8),
title = 'Volcano Plot',
pCutoff = 10e-16,
FCcutoff = 2,
transcriptPointSize = 1.0,
transcriptLabSize = 3.0)
Warning: Removed 1 rows containing missing values (geom_point).
Warning: Removed 1 rows containing missing values (geom_text).
Figure 14: Volcano plot
sessionInfo()
R version 3.5.3 (2019-03-11)
Platform: x86_64-apple-darwin15.6.0 (64-bit)
Running under: macOS Mojave 10.14.3
Matrix products: default
BLAS: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRblas.0.dylib
LAPACK: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRlapack.dylib
locale:
[1] it_IT.UTF-8/it_IT.UTF-8/it_IT.UTF-8/C/it_IT.UTF-8/it_IT.UTF-8
attached base packages:
[1] parallel stats4 stats graphics grDevices utils datasets
[8] methods base
other attached packages:
[1] EnhancedVolcano_1.0.1 ggrepel_0.8.1
[3] ggplot2_3.1.1 calibrate_1.7.2
[5] MASS_7.3-51.4 sva_3.30.1
[7] genefilter_1.64.0 mgcv_1.8-28
[9] nlme_3.1-139 geneplotter_1.60.0
[11] annotate_1.60.1 XML_3.98-1.19
[13] AnnotationDbi_1.44.0 lattice_0.20-38
[15] edgeR_3.24.3 limma_3.38.3
[17] SummarizedExperiment_1.12.0 DelayedArray_0.8.0
[19] BiocParallel_1.16.6 matrixStats_0.54.0
[21] Biobase_2.42.0 GenomicRanges_1.34.0
[23] GenomeInfoDb_1.18.2 IRanges_2.16.0
[25] S4Vectors_0.20.1 BiocGenerics_0.28.0
[27] knitr_1.22 BiocStyle_2.10.0
loaded via a namespace (and not attached):
[1] bit64_0.9-7 splines_3.5.3 assertthat_0.2.1
[4] highr_0.8 BiocManager_1.30.4 blob_1.1.1
[7] GenomeInfoDbData_1.2.0 yaml_2.2.0 pillar_1.3.1
[10] RSQLite_2.1.1 glue_1.3.1 digest_0.6.18
[13] RColorBrewer_1.1-2 XVector_0.22.0 colorspace_1.4-1
[16] htmltools_0.3.6 Matrix_1.2-17 plyr_1.8.4
[19] pkgconfig_2.0.2 bookdown_0.9 zlibbioc_1.28.0
[22] purrr_0.3.2 xtable_1.8-4 scales_1.0.0
[25] tibble_2.1.1 withr_2.1.2 lazyeval_0.2.2
[28] survival_2.44-1.1 magrittr_1.5 crayon_1.3.4
[31] memoise_1.1.0 evaluate_0.13 tools_3.5.3
[34] stringr_1.4.0 munsell_0.5.0 locfit_1.5-9.1
[37] compiler_3.5.3 rlang_0.3.4 grid_3.5.3
[40] RCurl_1.95-4.12 labeling_0.3 bitops_1.0-6
[43] rmarkdown_1.12 codetools_0.2-16 gtable_0.3.0
[46] DBI_1.0.0 R6_2.4.0 dplyr_0.8.1
[49] bit_1.1-14 stringi_1.4.3 Rcpp_1.0.1
[52] tidyselect_0.2.5 xfun_0.6
The magnitude of gene expression changes may be small and very few significant DE genes will be idenified after having adjusted for multiple testing. For this reason, we want to see if there are small but consistent changes occuring for a number of genes operating in a common pathway. We go throug this workflow by assessing DE genes direclty at the geneset level, starting from the expression data themselves. We approach this analysis by using the GSEA algorithm.
To start with the GSEA, we start putting our expression data and the collection of gene sets from the GSVA[http://www.bioconductor.org/packages/release/data/experiment/html/GSVAdata.html] dataset c2BroadSets in a GeneSetCollection object, as it contains curated gene sets, suggesting a good set representation for biological data analysis.
# collect gene sets
data(c2BroadSets)
gsc <- GeneSetCollection(c2BroadSets)
gsc
GeneSetCollection
names: NAKAMURA_CANCER_MICROENVIRONMENT_UP, NAKAMURA_CANCER_MICROENVIRONMENT_DN, ..., ST_PHOSPHOINOSITIDE_3_KINASE_PATHWAY (3272 total)
unique identifiers: 5167, 100288400, ..., 57191 (29340 total)
types in collection:
geneIdType: EntrezIdentifier (1 total)
collectionType: BroadCollection (1 total)
length(gsc) # number of gene sets in the collection
[1] 3272
head(names(gsc)) # some of the gene sets in the collection
[1] "NAKAMURA_CANCER_MICROENVIRONMENT_UP"
[2] "NAKAMURA_CANCER_MICROENVIRONMENT_DN"
[3] "WEST_ADRENOCORTICAL_TUMOR_MARKERS_UP"
[4] "WEST_ADRENOCORTICAL_TUMOR_MARKERS_DN"
[5] "WINTER_HYPOXIA_UP"
[6] "WINTER_HYPOXIA_DN"
In order to reduce the amount of data to analyse, we are going to restrict the analysis to the pathways KEGG, REACTOME and BIOCARTA.
gsc <- gsc[c(grep("^KEGG", names(gsc)),
grep("^REACTOME", names(gsc)), grep("^BIOCARTA", names(gsc)))]
gsc
GeneSetCollection
names: KEGG_GLYCOLYSIS_GLUCONEOGENESIS, KEGG_CITRATE_CYCLE_TCA_CYCLE, ..., BIOCARTA_ACTINY_PATHWAY (833 total)
unique identifiers: 55902, 2645, ..., 8544 (6744 total)
types in collection:
geneIdType: EntrezIdentifier (1 total)
collectionType: BroadCollection (1 total)
length(gsc)
[1] 833
Now we can start our GSEA analysis, using the algorithm refered as simple GSEA (Irizarry et al. (2009)[https://journals.sagepub.com/doi/abs/10.1177/0962280209351908]).
First, we need to map the identifiers from the gene sets to the identifiers of the data we are going to analyze. Furthermore, we create an incidence matrix (Im) which indicates which genes belong to what gene set.
gsc <- mapIdentifiers(gsc, AnnoOrEntrezIdentifier(metadata(coadse.filt)$annotation))
gsc
GeneSetCollection
names: KEGG_GLYCOLYSIS_GLUCONEOGENESIS, KEGG_CITRATE_CYCLE_TCA_CYCLE, ..., BIOCARTA_ACTINY_PATHWAY (833 total)
unique identifiers: 55902, 2645, ..., 8544 (6744 total)
types in collection:
geneIdType: EntrezIdentifier (1 total)
collectionType: BroadCollection (1 total)
Im <- incidence(gsc)
dim(Im)
[1] 833 6744
Im[1:2, 1:10]
55902 2645 5232 5230 5162 5160 5161 55276
KEGG_GLYCOLYSIS_GLUCONEOGENESIS 1 1 1 1 1 1 1 1
KEGG_CITRATE_CYCLE_TCA_CYCLE 0 0 0 0 1 1 1 0
7167 84532
KEGG_GLYCOLYSIS_GLUCONEOGENESIS 1 1
KEGG_CITRATE_CYCLE_TCA_CYCLE 0 0
We can see that several genes are present in more than one gene set, so later on we are going to go through overlaped gen sets.
Once done it, the following step will be discard those genes that do not form part of our data, and also discard all genes in our data that are not annotated to gene sets.
Im <- Im[, colnames(Im) %in% rownames(all_DEgenes)]
dim(Im)
[1] 833 316
coadse.filt <- coadse.filt[colnames(Im), ]
dim(coadse.filt)
[1] 316 72
dge.filt <- dge.filt[colnames(Im),]
dim(dge.filt)
[1] 316 72
As a result we have discarted almost 6400 genes that didn’t belong to our data.
In order to determine whether an a priori defined set of genes shows statistically significant differences between tumor vs normal phenotypes, we are going to perform a Gene Set Enrichment Analysis to introduce a method for pathway analysis assessing DE directly at gene set level.
The main scope of the GSEA approach is, as mentioned, to detect consistent and robust changes in expression within a gene set. To do so, we calculate the Enrichment Score (ES) as a z-score that may allow us to detect significantly those esmpented changes.
We decided to filter out the genesets that contain less than 10 genes. In fact, very small gene sets may induce little reliability and increase type I errors (false positives). Then we also calculate the z-score.
Im <- Im[rowSums(Im) >= 5, ]
tGSgenes <- all_DEgenes[match(colnames(Im), rownames(all_DEgenes)), "t"] # calculate all t-statistics for genes in each gene set
zS <- sqrt(rowSums(Im)) * (as.vector(Im %*% tGSgenes)/rowSums(Im)) # calculating Zscore statistic
length(zS)
[1] 97
head(zS, n=10)
KEGG_GLYCOLYSIS_GLUCONEOGENESIS
-12.760330
KEGG_FATTY_ACID_METABOLISM
-21.518174
KEGG_STEROID_HORMONE_BIOSYNTHESIS
-6.429551
KEGG_PURINE_METABOLISM
-22.053866
KEGG_PYRIMIDINE_METABOLISM
-38.604265
KEGG_ARGININE_AND_PROLINE_METABOLISM
11.177267
KEGG_TYROSINE_METABOLISM
-32.996338
KEGG_RETINOL_METABOLISM
-3.563496
KEGG_PORPHYRIN_AND_CHLOROPHYLL_METABOLISM
15.383188
KEGG_NITROGEN_METABOLISM
-35.683544
The incidence matrix after the filtering has lost 200 gene sets approximately. As we can see, know we have 618 pathways that contain a total of 4174 genes.
qqnorm(zS)
abline(0,1)
Figure 15: Q-Q Plot of gene set Z-scores
As we can observe in the Q-Q plot of figure 15 we can detect that the gene sets Z-scores do not follow a normal distribution (expected but the null hypothesis of no DE gene sets), which indicates a promising number of DE gene sets.
Just to have an overview we rank the gene sets according to Z-scores, and show in decreasing order.
rnkGS <- sort(abs(zS), decreasing = TRUE)
head(rnkGS, n=10)
REACTOME_SIGNALLING_BY_NGF
54.86518
KEGG_OLFACTORY_TRANSDUCTION
49.40351
REACTOME_HEMOSTASIS
47.87507
KEGG_NEUROACTIVE_LIGAND_RECEPTOR_INTERACTION
45.54628
REACTOME_SIGNALING_IN_IMMUNE_SYSTEM
45.23020
REACTOME_OLFACTORY_SIGNALING_PATHWAY
44.62750
REACTOME_DIABETES_PATHWAYS
39.45667
REACTOME_METABOLISM_OF_PROTEINS
39.16201
KEGG_WNT_SIGNALING_PATHWAY
38.80835
KEGG_PYRIMIDINE_METABOLISM
38.60427
Let’s define a function called plotGS to produce a scatter plot, for a given gene set, of the mean expression values comparing Tumor vs Normal phenotypes.
plotGS <- function(se, gs, pheno, ...) {
l <- levels(colData(se)[, pheno])
idxSamples1 <- colData(se)[, pheno] == l[1]
idxSamples2 <- colData(se)[, pheno] == l[2]
exps1 <- rowMeans(assays(se)$logCPM[gs, idxSamples1])
exps2 <- rowMeans(assays(se)$logCPM[gs, idxSamples2])
rng <- range(c(exps1, exps2))
plot(exps1, exps2, pch = 21, col = "black", bg = "black", xlim = rng, ylim = rng,
xlab = l[1], ylab = l[2], ...)
abline(a = 0, b = 1, lwd = 2, col = "red")
}
We perform one sample z-test and compute the number of DE gene sets according to the adjusted p-value with and FDR of 1%.
pv <- pmin(pnorm(zS), 1 - pnorm(zS))
sum(pv < 0.05)
[1] 97
pvadj <- p.adjust(pv, method = "fdr")
DEgs <- names(pvadj)[which(pvadj < 0.01)]
length(DEgs)
[1] 95
head(DEgs, n = 10)
[1] "KEGG_GLYCOLYSIS_GLUCONEOGENESIS"
[2] "KEGG_FATTY_ACID_METABOLISM"
[3] "KEGG_STEROID_HORMONE_BIOSYNTHESIS"
[4] "KEGG_PURINE_METABOLISM"
[5] "KEGG_PYRIMIDINE_METABOLISM"
[6] "KEGG_ARGININE_AND_PROLINE_METABOLISM"
[7] "KEGG_TYROSINE_METABOLISM"
[8] "KEGG_RETINOL_METABOLISM"
[9] "KEGG_PORPHYRIN_AND_CHLOROPHYLL_METABOLISM"
[10] "KEGG_NITROGEN_METABOLISM"
After filtering by adjusted p value we obtained a total of 516 gene sets.
As mentioned before, since gene sets can overlap, we need to take that into account before interpreting the DE gene sets. In order to do so, we use the function computeGeneSetsOverlap which calculates an overlap index. Then, we are going to build a table ranking of pairs of gene sets by overlaps.
gsov <- computeGeneSetsOverlap(gsc[DEgs], rownames(coadse.filt))
trimask <- upper.tri(gsov)
rnkOv <- data.frame(gs1 = row(gsov)[trimask], gs2 = col(gsov)[trimask], ov = gsov[trimask])
rnkOv <- rnkOv[order(rnkOv$ov, decreasing = TRUE), ]
rnkOv$gs1 <- rownames(gsov)[rnkOv$gs1]
rnkOv$gs2 <- rownames(gsov)[rnkOv$gs2]
## how many pairs of gene sets are identical?
sum(rnkOv$ov == 1)
[1] 31
## how many pairs of gene sets share less than 5% of the genes?
sum(rnkOv$ov < 0.05)
[1] 3707
There are 31 pairs of gene sets that are identical, and 3707 pairs that share less than 5% of the genes.
If half of the genes are upregulated and the other half down-regulated, the mean shift we have calculated cancels out. This is known as a change in scale, and to detect such a change one should used this other X^2-score:
xS <- applyByCategory(tGSgenes, Im, function(x) (sum((x - mean(x))^2) - (length(x) - 1))/(2 *
(length(x) - 1)))
xS
KEGG_GLYCOLYSIS_GLUCONEOGENESIS
127.9963682
KEGG_FATTY_ACID_METABOLISM
72.7751915
KEGG_STEROID_HORMONE_BIOSYNTHESIS
96.3966791
KEGG_PURINE_METABOLISM
150.9491569
KEGG_PYRIMIDINE_METABOLISM
2.5448526
KEGG_ARGININE_AND_PROLINE_METABOLISM
91.9210003
KEGG_TYROSINE_METABOLISM
5.3240316
KEGG_RETINOL_METABOLISM
72.0141088
KEGG_PORPHYRIN_AND_CHLOROPHYLL_METABOLISM
74.5081420
KEGG_NITROGEN_METABOLISM
14.3609116
KEGG_METABOLISM_OF_XENOBIOTICS_BY_CYTOCHROME_P450
61.4029422
KEGG_DRUG_METABOLISM_CYTOCHROME_P450
84.3969446
KEGG_DRUG_METABOLISM_OTHER_ENZYMES
30.6336225
KEGG_ABC_TRANSPORTERS
47.3454111
KEGG_MAPK_SIGNALING_PATHWAY
76.9250845
KEGG_CALCIUM_SIGNALING_PATHWAY
26.4075932
KEGG_CYTOKINE_CYTOKINE_RECEPTOR_INTERACTION
77.3351282
KEGG_CHEMOKINE_SIGNALING_PATHWAY
75.9030311
KEGG_NEUROACTIVE_LIGAND_RECEPTOR_INTERACTION
42.8504530
KEGG_CELL_CYCLE
107.7177903
KEGG_OOCYTE_MEIOSIS
72.6071955
KEGG_UBIQUITIN_MEDIATED_PROTEOLYSIS
59.0254260
KEGG_LYSOSOME
45.9182413
KEGG_ENDOCYTOSIS
98.1203438
KEGG_APOPTOSIS
0.5184568
KEGG_WNT_SIGNALING_PATHWAY
63.5880621
KEGG_NOTCH_SIGNALING_PATHWAY
8.0925615
KEGG_HEDGEHOG_SIGNALING_PATHWAY
50.8295406
KEGG_TGF_BETA_SIGNALING_PATHWAY
58.3546351
KEGG_AXON_GUIDANCE
100.2966209
KEGG_FOCAL_ADHESION
38.7282650
KEGG_CELL_ADHESION_MOLECULES_CAMS
71.1941093
KEGG_ADHERENS_JUNCTION
95.3612974
KEGG_TIGHT_JUNCTION
116.9793910
KEGG_JAK_STAT_SIGNALING_PATHWAY
113.6064367
KEGG_HEMATOPOIETIC_CELL_LINEAGE
100.2904749
KEGG_NATURAL_KILLER_CELL_MEDIATED_CYTOTOXICITY
6.3705499
KEGG_T_CELL_RECEPTOR_SIGNALING_PATHWAY
1.1476094
KEGG_LEUKOCYTE_TRANSENDOTHELIAL_MIGRATION
114.0796417
KEGG_LONG_TERM_POTENTIATION
3.4946975
KEGG_OLFACTORY_TRANSDUCTION
75.7823410
KEGG_REGULATION_OF_ACTIN_CYTOSKELETON
92.2821087
KEGG_INSULIN_SIGNALING_PATHWAY
65.1985614
KEGG_MELANOGENESIS
103.4303362
KEGG_ALDOSTERONE_REGULATED_SODIUM_REABSORPTION
12.0186593
KEGG_PROXIMAL_TUBULE_BICARBONATE_RECLAMATION
108.1779400
KEGG_ALZHEIMERS_DISEASE
2.1450286
KEGG_AMYOTROPHIC_LATERAL_SCLEROSIS_ALS
2.1259886
KEGG_PATHWAYS_IN_CANCER
96.8844567
KEGG_PROSTATE_CANCER
15.6276414
KEGG_BASAL_CELL_CARCINOMA
130.3031474
REACTOME_APOPTOSIS
11.4105426
REACTOME_AXON_GUIDANCE
147.2084915
REACTOME_BIOLOGICAL_OXIDATIONS
72.8524616
REACTOME_CDC20_PHOSPHO_APC_MEDIATED_DEGRADATION_OF_CYCLIN_A
129.9255054
REACTOME_CELL_CELL_ADHESION_SYSTEMS
134.5525025
REACTOME_CELL_CYCLE_MITOTIC
77.3926401
REACTOME_CELL_SURFACE_INTERACTIONS_AT_THE_VASCULAR_WALL
9.0767511
REACTOME_CHEMOKINE_RECEPTORS_BIND_CHEMOKINES
73.8297672
REACTOME_CLASS_A1_RHODOPSIN_LIKE_RECEPTORS
81.7338351
REACTOME_CLASS_B2_SECRETIN_FAMILY_RECEPTORS
142.9814770
REACTOME_CYTOCHROME_P450_ARRANGED_BY_SUBSTRATE_TYPE
48.9580755
REACTOME_DIABETES_PATHWAYS
65.9566004
REACTOME_DOWNSTREAM_EVENTS_IN_GPCR_SIGNALING
78.4021305
REACTOME_FORMATION_OF_PLATELET_PLUG
6.3068883
REACTOME_G_ALPHA_I_SIGNALLING_EVENTS
94.0754926
REACTOME_G_ALPHA_Q_SIGNALLING_EVENTS
73.4652864
REACTOME_G_ALPHA_S_SIGNALLING_EVENTS
61.5818232
REACTOME_G1_S_TRANSITION
8.6873494
REACTOME_GENE_EXPRESSION
33.2960387
REACTOME_HEMOSTASIS
6.9412071
REACTOME_HIV_INFECTION
60.1831505
REACTOME_HOST_INTERACTIONS_OF_HIV_FACTORS
8.4782436
REACTOME_INTEGRATION_OF_ENERGY_METABOLISM
73.4324003
REACTOME_INTEGRIN_CELL_SURFACE_INTERACTIONS
52.7027809
REACTOME_IRS_RELATED_EVENTS
74.6026838
REACTOME_METABLISM_OF_NUCLEOTIDES
140.6874712
REACTOME_METABOLISM_OF_AMINO_ACIDS
129.3985534
REACTOME_METABOLISM_OF_LIPIDS_AND_LIPOPROTEINS
56.2519791
REACTOME_METABOLISM_OF_PROTEINS
10.4539021
REACTOME_MITOTIC_PROMETAPHASE
90.7502492
REACTOME_MUSCLE_CONTRACTION
87.7824626
REACTOME_OLFACTORY_SIGNALING_PATHWAY
70.2250076
REACTOME_P75_NTR_RECEPTOR_MEDIATED_SIGNALLING
4.5644952
REACTOME_PEPTIDE_LIGAND_BINDING_RECEPTORS
88.1713729
REACTOME_PHASE_1_FUNCTIONALIZATION_OF_COMPOUNDS
67.5621829
REACTOME_PLATELET_ACTIVATION
6.9610745
REACTOME_REGULATION_OF_APC_ACTIVATORS_BETWEEN_G1_S_AND_EARLY_ANAPHASE
105.4508970
REACTOME_SIGNALING_BY_WNT
17.3270372
REACTOME_SIGNALING_IN_IMMUNE_SYSTEM
8.2547903
REACTOME_SIGNALLING_BY_NGF
5.6401023
REACTOME_TIGHT_JUNCTION_INTERACTIONS
138.0531277
REACTOME_TRANSMEMBRANE_TRANSPORT_OF_SMALL_MOLECULES
69.9712539
REACTOME_TRANSMISSION_ACROSS_CHEMICAL_SYNAPSES
81.9174522
REACTOME_GPCR_LIGAND_BINDING
85.3744210
REACTOME_CELL_JUNCTION_ORGANIZATION
139.8422436
REACTOME_MITOTIC_M_M_G1_PHASES
67.1377633
As we did with the z-test, we are going to compute p-values and adjust them to 1% FDR for gene sets with more than about 20 genes:
rnkGS <- sort(abs(xS), decreasing = TRUE)
head(rnkGS, n=20)
KEGG_PURINE_METABOLISM
150.9492
REACTOME_AXON_GUIDANCE
147.2085
REACTOME_CLASS_B2_SECRETIN_FAMILY_RECEPTORS
142.9815
REACTOME_METABLISM_OF_NUCLEOTIDES
140.6875
REACTOME_CELL_JUNCTION_ORGANIZATION
139.8422
REACTOME_TIGHT_JUNCTION_INTERACTIONS
138.0531
REACTOME_CELL_CELL_ADHESION_SYSTEMS
134.5525
KEGG_BASAL_CELL_CARCINOMA
130.3031
REACTOME_CDC20_PHOSPHO_APC_MEDIATED_DEGRADATION_OF_CYCLIN_A
129.9255
REACTOME_METABOLISM_OF_AMINO_ACIDS
129.3986
KEGG_GLYCOLYSIS_GLUCONEOGENESIS
127.9964
KEGG_TIGHT_JUNCTION
116.9794
KEGG_LEUKOCYTE_TRANSENDOTHELIAL_MIGRATION
114.0796
KEGG_JAK_STAT_SIGNALING_PATHWAY
113.6064
KEGG_PROXIMAL_TUBULE_BICARBONATE_RECLAMATION
108.1779
KEGG_CELL_CYCLE
107.7178
REACTOME_REGULATION_OF_APC_ACTIVATORS_BETWEEN_G1_S_AND_EARLY_ANAPHASE
105.4509
KEGG_MELANOGENESIS
103.4303
KEGG_AXON_GUIDANCE
100.2966
KEGG_HEMATOPOIETIC_CELL_LINEAGE
100.2905
pv <- pmin(pnorm(xS), 1 - pnorm(xS))
pvadj <- p.adjust(pv)
DEgsByScale <- names(pvadj)[which(pvadj < 0.01)]
head(setdiff(DEgsByScale, DEgs), n=5)
[1] "REACTOME_CHEMOKINE_RECEPTORS_BIND_CHEMOKINES"
[2] "REACTOME_TIGHT_JUNCTION_INTERACTIONS"
length(DEgsByScale)
[1] 92
length(intersect(DEgs, DEgsByScale))
[1] 90
These are the top 6 gene sets selected by the ChiSquared-score test:
topgs1genes <- colnames(Im)[which(Im[names(rnkGS)[1], ] == 1)]
genesGS1 <- rowData(coadse.filt)[topgs1genes,1]
genesGS1
[1] "NT5C2" "AK1" "AMPD3" "ATIC" "ENTPD8" "PAICS" "ADCY5" "NT5M"
[9] "ENTPD3"
topgs2genes <- colnames(Im)[which(Im[names(rnkGS)[2], ] == 1)]
genesGS2 <- rowData(coadse.filt)[topgs2genes,1]
topgs3genes <- colnames(Im)[which(Im[names(rnkGS)[3], ] == 1)]
genesGS3 <- rowData(coadse.filt)[topgs3genes,1]
topgs4genes <- colnames(Im)[which(Im[names(rnkGS)[4], ] == 1)]
genesGS4 <- rowData(coadse.filt)[topgs4genes,1]
topgs5genes <- colnames(Im)[which(Im[names(rnkGS)[5], ] == 1)]
genesGS5 <- rowData(coadse.filt)[topgs5genes,1]
topgs6genes <- colnames(Im)[which(Im[names(rnkGS)[6], ] == 1)]
genesGS6 <- rowData(coadse.filt)[topgs6genes,1]
par(mfrow = c(2, 3), mar= c(0.5,5,2,0.5), mai=c(0.5,0.6,0.6,0.5))
plotGS(coadse.filt, topgs1genes, "type", main = names(rnkGS)[1],cex.main = 0.7, cex.lab = 2, las = 1)
plotGS(coadse.filt, topgs2genes, "type", main = names(rnkGS)[2],cex.main = 0.7, cex.lab = 2, las = 1)
plotGS(coadse.filt, topgs3genes, "type", main = names(rnkGS)[3],cex.main = 0.8, cex.lab = 2, las = 1)
plotGS(coadse.filt, topgs3genes, "type", main = names(rnkGS)[4],cex.main = 0.7, cex.lab = 2, las = 1)
plotGS(coadse.filt, topgs3genes, "type", main = names(rnkGS)[5],cex.main = 0.7, cex.lab = 2, las = 1)
plotGS(coadse.filt, topgs3genes, "type", main = names(rnkGS)[6],cex.main = 0.7, cex.lab = 2, las = 1)
(#fig:scatter_plot)Scatter plots
As we can see in @ref(fig:scatter_plot), there are represented the 6 gene sets with a higher ChiSquared-score.
sessionInfo()
R version 3.5.3 (2019-03-11)
Platform: x86_64-apple-darwin15.6.0 (64-bit)
Running under: macOS Mojave 10.14.3
Matrix products: default
BLAS: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRblas.0.dylib
LAPACK: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRlapack.dylib
locale:
[1] it_IT.UTF-8/it_IT.UTF-8/it_IT.UTF-8/C/it_IT.UTF-8/it_IT.UTF-8
attached base packages:
[1] parallel stats4 stats graphics grDevices utils datasets
[8] methods base
other attached packages:
[1] EnhancedVolcano_1.0.1 ggrepel_0.8.1
[3] ggplot2_3.1.1 calibrate_1.7.2
[5] MASS_7.3-51.4 sva_3.30.1
[7] genefilter_1.64.0 mgcv_1.8-28
[9] nlme_3.1-139 GSVA_1.30.0
[11] GSVAdata_1.18.0 hgu95a.db_3.2.3
[13] GSEABase_1.44.0 org.Hs.eg.db_3.7.0
[15] xtable_1.8-4 GOstats_2.48.0
[17] graph_1.60.0 Category_2.48.1
[19] Matrix_1.2-17 geneplotter_1.60.0
[21] annotate_1.60.1 XML_3.98-1.19
[23] AnnotationDbi_1.44.0 lattice_0.20-38
[25] edgeR_3.24.3 limma_3.38.3
[27] SummarizedExperiment_1.12.0 DelayedArray_0.8.0
[29] BiocParallel_1.16.6 matrixStats_0.54.0
[31] Biobase_2.42.0 GenomicRanges_1.34.0
[33] GenomeInfoDb_1.18.2 IRanges_2.16.0
[35] S4Vectors_0.20.1 BiocGenerics_0.28.0
[37] knitr_1.22 BiocStyle_2.10.0
loaded via a namespace (and not attached):
[1] bitops_1.0-6 bit64_0.9-7 RColorBrewer_1.1-2
[4] Rgraphviz_2.26.0 tools_3.5.3 R6_2.4.0
[7] DBI_1.0.0 lazyeval_0.2.2 colorspace_1.4-1
[10] withr_2.1.2 tidyselect_0.2.5 bit_1.1-14
[13] compiler_3.5.3 bookdown_0.9 scales_1.0.0
[16] RBGL_1.58.2 stringr_1.4.0 digest_0.6.18
[19] rmarkdown_1.12 AnnotationForge_1.24.0 XVector_0.22.0
[22] pkgconfig_2.0.2 htmltools_0.3.6 highr_0.8
[25] rlang_0.3.4 RSQLite_2.1.1 shiny_1.3.2
[28] dplyr_0.8.1 RCurl_1.95-4.12 magrittr_1.5
[31] GO.db_3.7.0 GenomeInfoDbData_1.2.0 Rcpp_1.0.1
[34] munsell_0.5.0 stringi_1.4.3 yaml_2.2.0
[37] zlibbioc_1.28.0 plyr_1.8.4 grid_3.5.3
[40] blob_1.1.1 promises_1.0.1 crayon_1.3.4
[43] splines_3.5.3 locfit_1.5-9.1 pillar_1.3.1
[46] codetools_0.2-16 glue_1.3.1 evaluate_0.13
[49] BiocManager_1.30.4 httpuv_1.5.1 purrr_0.3.2
[52] gtable_0.3.0 assertthat_0.2.1 xfun_0.6
[55] mime_0.6 later_0.8.0 survival_2.44-1.1
[58] tibble_2.1.1 shinythemes_1.1.2 memoise_1.1.0
The Quality assessment for tumor data will be performed following the steps and the reasoning used in the Quality assesment for the paired data. For this reason, here we are only going to highlight the strategies that differ from the previous pipeline.
From the total of samples before starting to analyse the data, we proceed to do a subset that only includes the tumor data. The reason of doing this is because we are interested also in the differential expression analysis between the different stages of the Colon Adenocarcinoma Cancer.
In order to create the subset, we looked for those samples that had “tumor” as their type and discarded those with “normal” type. We also discarded those samples that had no information about the stage of the tumor.
Although the data is categorized in diverse subgroups, we will work with the following ones: stage I, stage II, stage III and stage IV, being each one the sum of all the subcategories that share the same stage number:
filter_tumor_mask <- rownames(colData(coadse)[colData(coadse)$type == "tumor",])
coadse.tumor <- coadse[, filter_tumor_mask]
coadse.tumor <- coadse.tumor[, !is.na(coadse.tumor$ajcc_pathologic_tumor_stage)]
coadse.tumor <- coadse.tumor[, coadse.tumor$ajcc_pathologic_tumor_stage != "[Not Available]"]
coadse.tumor$ajcc_pathologic_tumor_stage <- gsub(x = coadse.tumor$ajcc_pathologic_tumor_stage, pattern = "A", replacement = "")
coadse.tumor$ajcc_pathologic_tumor_stage <- gsub(x = coadse.tumor$ajcc_pathologic_tumor_stage, pattern = "B", replacement = "")
coadse.tumor$ajcc_pathologic_tumor_stage <- gsub(x = coadse.tumor$ajcc_pathologic_tumor_stage, pattern = "C", replacement = "")
table(coadse.tumor$ajcc_pathologic_tumor_stage)
Stage I Stage II Stage III Stage IV
72 168 124 63
First of all, we want to collect an overview of the data that we are working with. Starting examining the sequencing depth by plotting the total number of reads mapped to the genome per sample.
CM.4748 AA.3696 AA.3837 AA.A02H AA.A010 AA.A00E A6.2679 AA.3672 AA.3524
1.2 3.0 4.5 5.1 5.5 5.7 5.9 6.6 6.8
AA.A01K AA.A004 AA.3947 AA.A01C CA.6717 D5.6536 AA.3976 AA.3506 AA.3841
7.3 7.4 7.6 8.0 8.0 8.1 8.3 8.6 8.6
A6.2682 AA.A03F AA.3667 AA.3664 AA.A029 AA.3519 AA.3812 AA.3949 AA.3956
9.0 9.6 9.9 10.2 10.2 11.0 11.0 11.2 11.3
AA.3842 AA.3848 AA.3875 AA.3930 AA.3955 AA.A01Q A6.3807 AA.3862 AA.3679
11.5 11.5 12.1 12.1 12.1 12.2 12.3 12.3 12.5
A6.A5ZU AA.3684 AA.3542 AA.3850 AA.A00F A6.A56B AA.3560 AA.3680 AA.3715
12.6 12.7 12.8 12.8 13.0 13.1 13.2 13.2 13.2
AA.A01F AA.A01T CM.4747 AA.3681 AZ.4313 AA.3495 AA.3531 AA.3521 AA.A01Z
13.4 13.4 13.4 13.5 13.5 13.6 13.6 13.7 13.7
AA.3861 AA.3502 AA.3970 AA.A00N AA.3950 AA.A024 AA.3666 AA.3530 AA.3710
13.9 14.1 14.1 14.2 14.3 14.3 14.5 14.6 14.6
AA.3517 AA.3821 AA.3972 AA.A00D AA.3971 AA.A00L A6.3808 AA.3544 AA.3548
14.7 14.7 14.7 14.7 14.9 14.9 15.0 15.0 15.0
AA.3845 AA.3975 AA.3852 AA.A01G AZ.4315 AA.3552 AA.3939 AA.3982 AA.3815
15.0 15.0 15.1 15.1 15.1 15.2 15.2 15.2 15.3
AA.A00R A6.A567 AA.3534 AA.3941 AA.3968 AA.3846 AA.3867 AA.3973 AA.A00K
15.3 15.4 15.4 15.4 15.4 15.5 15.5 15.6 15.7
CM.6169 A6.2683 AA.A00J AA.A00U AA.A02E DM.A1DB AA.3811 AA.A00W AA.A03J
15.7 15.8 15.8 15.9 15.9 15.9 16.0 16.0 16.0
AA.3833 AA.A017 AA.A00Q CM.4752 AA.A02F AA.3518 AA.3844 AA.3529 AA.3980
16.2 16.2 16.3 16.3 16.4 16.5 16.5 16.7 16.7
AA.3520 AY.4070 AA.3522 AA.3554 AA.3860 AA.3543 AA.A00O AZ.4308 A6.2676
16.8 16.8 17.0 17.0 17.0 17.1 17.1 17.1 17.2
AA.3516 AA.3989 AA.3858 AA.A00Z AY.4071 AA.3488 AA.3561 AA.3877 AA.A01V
17.2 17.2 17.3 17.3 17.3 17.4 17.4 17.4 17.4
AA.3525 AA.3492 AA.3851 AA.A00A AA.3514 AA.3549 AA.3866 AA.3984 AA.3986
17.5 17.6 17.6 17.6 17.7 17.7 17.7 17.7 17.7
AA.3994 AA.A022 AA.3870 AZ.4684 AA.3864 AA.3979 AA.A01X A6.2680 AA.3538
17.7 17.7 17.9 17.9 18.0 18.0 18.0 18.1 18.2
AA.3556 AA.3695 AA.3814 AA.3509 AA.A01S CM.4746 AA.3869 AA.A01P AA.A02W
18.2 18.2 18.3 18.4 18.5 18.5 18.7 18.7 18.7
AA.A02R CA.5256 G4.6304 AA.3510 AA.3527 AA.3952 AA.A01D AZ.4681 CM.5341
18.8 18.8 18.8 19.0 19.0 19.0 19.0 19.0 19.0
AA.3553 A6.2685 AA.3562 AA.3855 CM.4750 AA.A01R AZ.4614 AA.3831 AA.A02J
19.1 19.2 19.2 19.2 19.2 19.4 19.6 19.7 19.7
AA.A02O AA.3819 CK.4951 A6.4107 AA.3494 AA.3532 AA.3966 AA.3688 NH.A6GC
19.8 19.9 19.9 20.0 20.0 20.1 20.6 20.7 20.7
AA.A01I AZ.4615 A6.2671 A6.2678 AA.3818 A6.2681 AA.3678 AA.3555 AA.3854
20.9 21.0 21.1 21.1 21.2 21.4 21.4 21.5 21.6
4T.AA8H G4.6310 AA.3692 D5.6920 AA.3856 AA.3872 AA.3673 AA.3693 F4.6856
21.7 21.8 21.9 21.9 22.4 22.7 23.0 23.3 23.8
G4.6306 F4.6806 D5.6924 CM.6677 CM.5861 AA.3697 CM.5864 D5.6533 CA.5796
23.8 24.3 24.5 25.1 25.4 25.6 25.8 26.3 26.6
CM.5862 F4.6855 NH.A6GB G4.6323 A6.6141 CM.6166 F4.6808 G4.6320 AY.6196
26.8 26.9 27.0 27.4 28.0 28.0 28.2 28.3 29.0
NH.A8F8 AZ.5407 A6.A566 D5.6929 DM.A288 CM.5860 D5.6927 CM.5349 G4.6309
29.0 29.1 29.2 29.3 29.4 29.8 29.8 29.9 29.9
D5.5540 AZ.6598 CM.4743 F4.6805 CK.5912 G4.6298 D5.6930 G4.6315 A6.2675
30.0 30.2 30.2 30.3 30.4 30.6 30.8 30.8 31.0
AA.3663 A6.6142 CM.6165 G4.6311 G4.6295 F4.6460 F4.6461 CM.6674 CK.5916
31.1 31.3 31.5 31.5 31.6 31.8 31.8 31.9 32.3
G4.6321 AA.3662 DM.A280 G4.6293 CM.6167 G4.6588 AU.3779 CA.5255 QL.A97D
32.4 32.5 32.5 32.5 32.6 32.6 32.7 32.9 33.0
A6.4105 AD.5900 AZ.4323 AZ.6607 D5.6530 F4.6463 AA.3655 D5.5537 F4.6807
33.2 33.2 33.2 33.2 33.2 33.2 33.5 33.5 33.5
AA.3660 A6.5666 G4.6302 D5.6535 AZ.6599 RU.A8FL CK.5915 CK.6751 CM.6172
33.7 33.8 33.9 34.0 34.2 34.2 34.3 34.5 34.5
4N.A93T AY.A8YK G4.6627 3L.AA1B AM.5821 AZ.6605 CM.5344 D5.6531 DM.A28K
34.6 34.6 34.6 34.7 34.7 34.7 34.9 34.9 34.9
D5.5538 AD.6889 G4.6294 G4.6625 A6.6652 A6.6653 D5.6539 G4.6299 AD.A5EJ
35.3 35.4 35.4 35.5 35.6 35.6 35.6 35.7 36.3
D5.6538 NH.A50V AZ.5403 CA.6719 CM.6171 DM.A28G G4.6626 A6.6137 D5.6540
36.3 36.3 36.4 36.4 36.5 36.6 36.6 36.7 36.8
G4.6297 D5.6931 A6.6140 A6.6138 AZ.4616 DM.A28E CM.6675 CM.6680 A6.2686
36.9 37.0 37.1 37.3 37.4 37.5 37.6 37.7 37.8
CM.6161 CM.4751 CM.6676 CK.6746 D5.5539 NH.A50T A6.5667 AM.5820 CM.5863
37.9 38.0 38.0 38.1 38.1 38.1 38.2 38.2 38.3
G4.6586 A6.5660 AY.6386 D5.6926 DM.A282 AY.A54L AZ.6601 A6.5664 CK.4947
38.3 38.4 38.4 38.5 38.5 38.6 38.6 38.8 38.8
AA.3526 CA.6716 A6.6654 A6.6782 DM.A0XD F4.6459 A6.5662 D5.6537 G4.6314
39.0 39.0 39.2 39.3 39.4 39.4 39.5 39.5 39.5
D5.6932 DM.A1D4 G4.6628 DM.A28A AA.3496 AU.6004 D5.6532 AA.3685 CM.6163
39.6 39.6 39.6 39.7 39.8 39.8 39.8 39.9 39.9
F4.6570 CM.6170 D5.6928 DM.A28C CM.5348 NH.A5IV AA.3511 AA.3712 F4.6809
39.9 40.0 40.0 40.1 40.2 40.2 40.3 40.4 40.4
AA.A02K AZ.6606 AZ.6608 CK.4952 QG.A5YV QG.A5YX AY.6197 D5.6529 CM.6168
40.6 40.6 40.6 40.6 40.6 40.7 40.8 40.9 41.0
DM.A28H CM.6162 CK.5914 AZ.6600 AA.3713 A6.6651 CA.5797 CM.6679 CA.6718
41.0 41.1 41.6 41.9 42.0 42.3 42.5 42.5 42.7
CM.6678 AD.6548 AA.A02Y AD.A5EK AA.3675 CK.5913 D5.7000 DM.A1HA CA.6715
42.7 42.8 43.2 43.2 43.3 43.3 43.3 43.7 44.1
D5.6922 QG.A5YW AY.A71X F4.6569 AZ.4682 AA.3489 D5.6898 CM.6164 DM.A1HB
44.2 44.3 44.4 44.5 44.6 45.2 45.2 45.3 45.9
NH.A6GA AY.5543 CM.5868 G4.6322 D5.5541 CK.6748 QG.A5Z2 DM.A285 AD.6888
46.1 46.5 46.6 46.6 46.7 46.8 46.8 47.0 47.2
F4.6854 G4.6303 DM.A28F AD.6899 CA.5254 CK.6747 DM.A1D7 DM.A28M A6.A565
47.3 47.9 48.0 48.2 48.2 48.3 48.4 48.5 48.6
QG.A5Z1 D5.6541 AY.A69D DM.A1D9 WS.AB45 DM.A0XF CM.4744 NH.A50U DM.A1DA
48.9 49.0 49.1 49.4 49.4 50.6 50.7 50.7 50.9
CK.4948 D5.6534 D5.6923 DM.A1D0 CK.4950 A6.6649 F4.6703 DM.A0X9 A6.5657
51.5 51.7 52.0 52.0 52.5 52.7 53.9 54.5 56.7
G4.6307 DM.A1D6 A6.6648 F4.6704
56.9 62.7 63.1 67.5
Figure 16: Library sizes in increasing order
Looking at the plot in figure 16, we can see two important details that we must take into consideration. The first one is that all four stages have different samples with different sequencing depth. The other one is that we observe that within the considerable differences in the sequencing depth of some samples, we can distinguish some samples on the left part of the graph that present considerably low sequencing depths: this may generate problems in further analysis and that is why we then wanted to remove these samples as shown below:
# Remove those samples with very low sequencing depth (<10)
coadse.tumor <- coadse.tumor[, dge.tumor$samples$lib.size >= 10*1e06]
dge.tumor <- DGEList(counts = assays(coadse.tumor)$counts, group = coadse.tumor$ajcc_pathologic_tumor_stage, genes = genes.tumor)
# coverage_filtered plot
par(mfrow = c(1, 1), mar = c(4, 5, 1, 1))
ord.tumor <- order(dge.tumor$sample$lib.size)
ggplot(as.data.frame(dge.tumor$samples), aes(x = row.names(dge.tumor$samples), y = dge.tumor$samples$lib.size[ord.tumor]/1000000, fill = dge.tumor$samples$group[ord.tumor])) + geom_bar(stat = "identity") + theme_bw() + theme(legend.title = element_blank(), axis.text.x=element_blank()) + ylab("Milions of reads") + xlab("Samples")
Figure 17: Library sizes in increasing order after the filtering
In this second plot(Figure 17) we can see the subset of data that we are going to use after having removed the samples with less coverage depth. In total,we have lost 21 samples from our dataset.
ord2 <- order(dge.tumor$sample$lib.size)
table(coadse.tumor$gender)
FEMALE MALE
194 212
barplot(dge.tumor$sample$lib.size[ord2]/1e+06, las = 1, ylab = "Millions of reads", xlab = "Samples",
col = c("cyan", "orange")[coadse.tumor$gender[ord2]], border = NA)
legend("topleft", c("Female", "Male"), fill = c("cyan", "orange"), inset = 0.01)
Figure 18: Library sizes with respect to gender
In the figure 18 we can see that, as happened with the paired analysis, not only we have a similar number of female and male samples, but their sequencing depth is quite well equilibrated as we cannot clearly identify any defined clustering event.
Then, we first run a within sample normalization and we also explore the distribution of the expression levels through all the samples in terms of logarithmic CPM units.
Figure 19: Non-parametric density distribution of expression profiles per sample
In figure ?? we can observe a non-parametric density distribution of expression profiles per sample which follows a bimodal distribution.
Figure 20: Non-parametric density distribution of expression profiles per sample
To provide a clearer visualization, we decided to divide the dataset into four smaller subsets, one for each stage. Figure ?? shows the expression levels in terms of logCPM for the different stages of tumor samples separately.
As we do not observe extreme differences in the distribution of the expression values in the different tumor stages, we decide to not exclude any sample from the dataset in this step.
We now want to look if there is any gene which has very low expression to exclude them from the dataset.
Figure 21: Distribution of average expression level per gene
In order to do so, we have calculated the average expression of each gene for all the samples and plotted their distribution in Figure 21.
Those genes that have very low counts should be removed prior to further analysis because a gene must be expressed at some minimal level before it is likely to be translated into a protein and also because genes statistically they are very unlikely to be assessed as significantly differential expressed. So, such genes can therefore be removed from the analysis without any loss of information.
Then, to filter the lowly-expressed genes we calculate first a minimum CPM cutoff value of expression; 10 reads per million in the sample with lowest depth. We will keep also only those genes that have this minimum level of expression in at least as many samples as the smallest group of comparison.
cpmcutoff.tumor <- round(10/min(dge.tumor$sample$lib.size/1e+06), digits = 1)
cpmcutoff.tumor
[1] 1
sprintf("Cutoff: %s", cpmcutoff.tumor)
[1] "Cutoff: 1"
nsamplescutoff.tumor <- min(table(coadse.tumor$ajcc_pathologic_tumor_stage))
nsamplescutoff.tumor
[1] 60
mask.tumor <- rowSums(cpm(dge.tumor) > cpmcutoff.tumor) >= nsamplescutoff.tumor
coadse.tumor.filt <- coadse.tumor[mask.tumor, ]
dge.tumor.filt <- dge.tumor[mask.tumor, ]
After the filtering of lowly-expressed genes, we have lost almost 6.500 genes.
dim(coadse.tumor)
[1] 20115 406
dim(coadse.tumor.filt)
[1] 13569 406
We can visually observe which genes have been left out from the datatset in Figure ??
par(mar = c(4, 5, 1, 1))
h <- hist(avgexp.tumor, xlab = expression("Expression level (" * log[2] * "CPM)"), main = "",
las = 1, col = "grey", cex.axis = 1.2, cex.lab = 1.5)
x <- cut(rowMeans(assays(coadse.tumor.filt)$logCPM), breaks = h$breaks)
lines(h$mids, table(x), type = "h", lwd = 10, lend = 1, col = "darkred")
legend("topright", c("All genes", "Filtered genes"), fill = c("grey", "darkred"))
Figure 22: Distribution of average expression level per gene after the filtering
We can visually observe which genes have been left out from the datatset in Figure 22.
To make gene expression values comparable across samples, normalization step is needed to continue with our analysis. We estimate a normalization factor for each library using the Trimmed Mean of M-Values and we apply it to our data.
dge.tumor.filt <- calcNormFactors(dge.tumor.filt)
assays(coadse.tumor.filt)$logCPM <- cpm(dge.tumor.filt, log=TRUE, normalized.lib.sizes=TRUE, prior.count=0.25)
saveRDS(coadse.tumor.filt, file.path("results", "coadse.tumor.filt.rds"))
saveRDS(dge.tumor.filt, file.path("results", "dge.tumor.filt.rds"))
We now want to visualize the expression profiles of the normalized data for each tumor stage.
For Stage I –>
Figure 23: MA-plots of the tumor samples in Stage I
Figure 24: MA-plots of the tumor samples in Stage I
Figure 25: MA-plots of the tumor samples in Stage II
Figure 26: MA-plots of the tumor samples in Stage II
Figure 27: MA-plots of the tumor samples in Stage II